{"subject":{"id":"chutes","slug":"chutes","name":"Chutes","tagline":"Budget open-model overflow with a now-pinned public TEE matrix. Depot open-model production pick stays…","website":"https://chutes.ai","status":"active","overall":7.29,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","lastReviewed":"2026-09-14","categoryIds":["cat-inference-apis","cat-gpu-cloud"],"regions":["global","us"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"ambiguous","normalizationReason":"input_output_split_not_a_single_rate","shape":"sourced_rows","filterable":false,"priceSortEligible":true,"priceSortKeyUsdPerMillionInputTokens":0.039,"rows":[{"id":"chutes-mistral-nemo-instruct-2407-unsloth-mistral-nemo-instruct-2407-tee-in","providerId":"chutes","sku":"Mistral-Nemo-Instruct-2407 (unsloth/Mistral-Nemo-Instruct-2407-TEE)","unit":"usd_per_million_input_tokens","amountUsd":0.0245,"currency":"USD","sourceUrl":"https://chutes.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.0245,"normalizationReason":null,"priceSortEligible":false,"qualifier":"Public TEE inference, USD per 1M tokens. Workload estimate on the same card was not used. TAO column not used. Not on chutes.ai/pricing 2026-10-27 (v0.12.141): the Model pricing table no longer lists this model; amount kept from 2026-10-03, not reconfirmed (asOf unchanged).","sourceStatus":"unverified","sourceStatusReason":"model_not_on_source_page: on 2026-10-27 the Model pricing table lists gemma-4-31B-turbo, Qwen3.8-27B, Qwen3.6-27B, DeepSeek-V4-Flash-0731, Kimi K2.6, Qwen 3.5, DeepSeek-V3.2, GLM-5.1, GLM-5.2 and Kimi-K3 (re-checked twice, also absent in the 2026-10-27 06:06 ET fetch); Mistral-Nemo-Instruct-2407 is no longer on https://chutes.ai/pricing (no occurrence of the name anywhere in the page text). Kept for history, never ranked.","sourceStatusCheckedOn":"2026-10-27"},{"id":"chutes-mistral-nemo-instruct-2407-unsloth-mistral-nemo-instruct-2407-tee-out","providerId":"chutes","sku":"Mistral-Nemo-Instruct-2407 (unsloth/Mistral-Nemo-Instruct-2407-TEE)","unit":"usd_per_million_output_tokens","amountUsd":0.0978,"currency":"USD","sourceUrl":"https://chutes.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.0978,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"Public TEE inference output per 1M tokens. Not on chutes.ai/pricing 2026-10-27 (v0.12.141): the Model pricing table no longer lists this model; amount kept from 2026-10-03, not reconfirmed (asOf unchanged).","sourceStatus":"unverified","sourceStatusReason":"model_not_on_source_page: on 2026-10-27 the Model pricing table lists gemma-4-31B-turbo, Qwen3.8-27B, Qwen3.6-27B, DeepSeek-V4-Flash-0731, Kimi K2.6, Qwen 3.5, DeepSeek-V3.2, GLM-5.1, GLM-5.2 and Kimi-K3 (re-checked twice, also absent in the 2026-10-27 06:06 ET fetch); Mistral-Nemo-Instruct-2407 is no longer on https://chutes.ai/pricing (no occurrence of the name anywhere in the page text). Kept for history, never ranked.","sourceStatusCheckedOn":"2026-10-27"},{"id":"chutes-nemotron-3-nano-omni-30b-nemotron-3-nano-omni-30b-tee-in","providerId":"chutes","sku":"Nemotron-3-Nano-Omni-30B (Nemotron-3-Nano-Omni-30B-TEE)","unit":"usd_per_million_input_tokens","amountUsd":0.0245,"currency":"USD","sourceUrl":"https://chutes.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.0245,"normalizationReason":null,"priceSortEligible":false,"qualifier":"Public TEE inference, USD per 1M tokens. Workload estimate on the same card was not used. TAO column not used. Not on chutes.ai/pricing 2026-10-27 (v0.12.141): the Model pricing table no longer lists this model; amount kept from 2026-10-03, not reconfirmed (asOf unchanged).","sourceStatus":"unverified","sourceStatusReason":"model_not_on_source_page: on 2026-10-27 the Model pricing table lists gemma-4-31B-turbo, Qwen3.8-27B, Qwen3.6-27B, DeepSeek-V4-Flash-0731, Kimi K2.6, Qwen 3.5, DeepSeek-V3.2, GLM-5.1, GLM-5.2 and Kimi-K3 (re-checked twice, also absent in the 2026-10-27 06:06 ET fetch); Nemotron-3-Nano-Omni-30B is no longer on https://chutes.ai/pricing (no occurrence of the name anywhere in the page text). Kept for history, never ranked.","sourceStatusCheckedOn":"2026-10-27"},{"id":"chutes-nemotron-3-nano-omni-30b-nemotron-3-nano-omni-30b-tee-out","providerId":"chutes","sku":"Nemotron-3-Nano-Omni-30B (Nemotron-3-Nano-Omni-30B-TEE)","unit":"usd_per_million_output_tokens","amountUsd":0.0978,"currency":"USD","sourceUrl":"https://chutes.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.0978,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"Public TEE inference output per 1M tokens. Not on chutes.ai/pricing 2026-10-27 (v0.12.141): the Model pricing table no longer lists this model; amount kept from 2026-10-03, not reconfirmed (asOf unchanged).","sourceStatus":"unverified","sourceStatusReason":"model_not_on_source_page: on 2026-10-27 the Model pricing table lists gemma-4-31B-turbo, Qwen3.8-27B, Qwen3.6-27B, DeepSeek-V4-Flash-0731, Kimi K2.6, Qwen 3.5, DeepSeek-V3.2, GLM-5.1, GLM-5.2 and Kimi-K3 (re-checked twice, also absent in the 2026-10-27 06:06 ET fetch); Nemotron-3-Nano-Omni-30B is no longer on https://chutes.ai/pricing (no occurrence of the name anywhere in the page text). Kept for history, never ranked.","sourceStatusCheckedOn":"2026-10-27"},{"id":"chutes-qwen3-32b-qwen-qwen3-32b-tee-in","providerId":"chutes","sku":"Qwen3-32B (Qwen/Qwen3-32B-TEE)","unit":"usd_per_million_input_tokens","amountUsd":0.104,"currency":"USD","sourceUrl":"https://chutes.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.104,"normalizationReason":null,"priceSortEligible":false,"qualifier":"Public TEE inference, USD per 1M tokens. Workload estimate on the same card was not used. TAO column not used. Not on chutes.ai/pricing 2026-10-27 (v0.12.141): the Model pricing table no longer lists this model; amount kept from 2026-10-03, not reconfirmed (asOf unchanged).","sourceStatus":"unverified","sourceStatusReason":"model_not_on_source_page: on 2026-10-27 the Model pricing table lists gemma-4-31B-turbo, Qwen3.8-27B, Qwen3.6-27B, DeepSeek-V4-Flash-0731, Kimi K2.6, Qwen 3.5, DeepSeek-V3.2, GLM-5.1, GLM-5.2 and Kimi-K3 (re-checked twice, also absent in the 2026-10-27 06:06 ET fetch); Qwen3-32B is no longer on https://chutes.ai/pricing (no occurrence of the name anywhere in the page text). Kept for history, never ranked.","sourceStatusCheckedOn":"2026-10-27"},{"id":"chutes-qwen3-32b-qwen-qwen3-32b-tee-out","providerId":"chutes","sku":"Qwen3-32B (Qwen/Qwen3-32B-TEE)","unit":"usd_per_million_output_tokens","amountUsd":0.416,"currency":"USD","sourceUrl":"https://chutes.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.416,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"Public TEE inference output per 1M tokens. Not on chutes.ai/pricing 2026-10-27 (v0.12.141): the Model pricing table no longer lists this model; amount kept from 2026-10-03, not reconfirmed (asOf unchanged).","sourceStatus":"unverified","sourceStatusReason":"model_not_on_source_page: on 2026-10-27 the Model pricing table lists gemma-4-31B-turbo, Qwen3.8-27B, Qwen3.6-27B, DeepSeek-V4-Flash-0731, Kimi K2.6, Qwen 3.5, DeepSeek-V3.2, GLM-5.1, GLM-5.2 and Kimi-K3 (re-checked twice, also absent in the 2026-10-27 06:06 ET fetch); Qwen3-32B is no longer on https://chutes.ai/pricing (no occurrence of the name anywhere in the page text). Kept for history, never ranked.","sourceStatusCheckedOn":"2026-10-27"},{"id":"chutes-gemma-4-31b-turbo-google-gemma-4-31b-turbo-tee-in","providerId":"chutes","sku":"gemma-4-31B-turbo (google/gemma-4-31B-turbo-TEE)","unit":"usd_per_million_input_tokens","amountUsd":0.12,"currency":"USD","sourceUrl":"https://chutes.ai/pricing","asOf":"2026-10-27","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.12,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Public TEE inference, USD per 1M tokens. Workload estimate on the same card was not used. TAO column not used. Reconfirmed 2026-10-27 (v0.12.141). The page says per-model rates are 'pulled live from our pricing API'; cached-input rate on the same card not stored."},{"id":"chutes-gemma-4-31b-turbo-google-gemma-4-31b-turbo-tee-out","providerId":"chutes","sku":"gemma-4-31B-turbo (google/gemma-4-31B-turbo-TEE)","unit":"usd_per_million_output_tokens","amountUsd":0.37,"currency":"USD","sourceUrl":"https://chutes.ai/pricing","asOf":"2026-10-27","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.37,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"Public TEE inference output per 1M tokens. Reconfirmed 2026-10-27 (v0.12.141). The page says per-model rates are 'pulled live from our pricing API'; cached-input rate on the same card not stored."},{"id":"chutes-qwen3-235b-a22b-thinking-2507-qwen-qwen3-235b-a22b-thinking-2507-tee-in","providerId":"chutes","sku":"Qwen3-235B-A22B-Thinking-2507 (Qwen/Qwen3-235B-A22B-Thinking-2507-TEE)","unit":"usd_per_million_input_tokens","amountUsd":0.2989,"currency":"USD","sourceUrl":"https://chutes.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.2989,"normalizationReason":null,"priceSortEligible":false,"qualifier":"Public TEE inference, USD per 1M tokens. Workload estimate on the same card was not used. TAO column not used. Not on chutes.ai/pricing 2026-10-27 (v0.12.141): the Model pricing table no longer lists this model; amount kept from 2026-10-03, not reconfirmed (asOf unchanged).","sourceStatus":"unverified","sourceStatusReason":"model_not_on_source_page: on 2026-10-27 the Model pricing table lists gemma-4-31B-turbo, Qwen3.8-27B, Qwen3.6-27B, DeepSeek-V4-Flash-0731, Kimi K2.6, Qwen 3.5, DeepSeek-V3.2, GLM-5.1, GLM-5.2 and Kimi-K3 (re-checked twice, also absent in the 2026-10-27 06:06 ET fetch); Qwen3-235B-A22B-Thinking-2507 is no longer on https://chutes.ai/pricing (no occurrence of the name anywhere in the page text). Kept for history, never ranked.","sourceStatusCheckedOn":"2026-10-27"},{"id":"chutes-qwen3-235b-a22b-thinking-2507-qwen-qwen3-235b-a22b-thinking-2507-tee-out","providerId":"chutes","sku":"Qwen3-235B-A22B-Thinking-2507 (Qwen/Qwen3-235B-A22B-Thinking-2507-TEE)","unit":"usd_per_million_output_tokens","amountUsd":1.1957,"currency":"USD","sourceUrl":"https://chutes.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1.1957,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"Public TEE inference output per 1M tokens. Not on chutes.ai/pricing 2026-10-27 (v0.12.141): the Model pricing table no longer lists this model; amount kept from 2026-10-03, not reconfirmed (asOf unchanged).","sourceStatus":"unverified","sourceStatusReason":"model_not_on_source_page: on 2026-10-27 the Model pricing table lists gemma-4-31B-turbo, Qwen3.8-27B, Qwen3.6-27B, DeepSeek-V4-Flash-0731, Kimi K2.6, Qwen 3.5, DeepSeek-V3.2, GLM-5.1, GLM-5.2 and Kimi-K3 (re-checked twice, also absent in the 2026-10-27 06:06 ET fetch); Qwen3-235B-A22B-Thinking-2507 is no longer on https://chutes.ai/pricing (no occurrence of the name anywhere in the page text). Kept for history, never ranked.","sourceStatusCheckedOn":"2026-10-27"},{"id":"chutes-qwen3-8-27b-qwen-qwen3-8-27b-tee-in","providerId":"chutes","sku":"Qwen3.8-27B (Qwen/Qwen3.8-27B-TEE)","unit":"usd_per_million_input_tokens","amountUsd":0.039,"currency":"USD","sourceUrl":"https://chutes.ai/pricing","asOf":"2026-10-27","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.039,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Public TEE inference, USD per 1M tokens. Workload estimate on the same card was not used. TAO column not used. Reconfirmed 2026-10-27 (v0.12.141). The page says per-model rates are 'pulled live from our pricing API'; cached-input rate on the same card not stored."},{"id":"chutes-qwen3-8-27b-qwen-qwen3-8-27b-tee-out","providerId":"chutes","sku":"Qwen3.8-27B (Qwen/Qwen3.8-27B-TEE)","unit":"usd_per_million_output_tokens","amountUsd":1.25,"currency":"USD","sourceUrl":"https://chutes.ai/pricing","asOf":"2026-10-27","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1.25,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"Public TEE inference output per 1M tokens. Reconfirmed 2026-10-27 (v0.12.141). The page says per-model rates are 'pulled live from our pricing API'; cached-input rate on the same card not stored."},{"id":"chutes-qwen3-6-27b-qwen-qwen3-6-27b-tee-in","providerId":"chutes","sku":"Qwen3.6-27B (Qwen/Qwen3.6-27B-TEE)","unit":"usd_per_million_input_tokens","amountUsd":0.25,"currency":"USD","sourceUrl":"https://chutes.ai/pricing","asOf":"2026-10-27","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.25,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Public TEE inference, USD per 1M tokens. Workload estimate on the same card was not used. TAO column not used. Reconfirmed 2026-10-27 (v0.12.141). The page says per-model rates are 'pulled live from our pricing API'; cached-input rate on the same card not stored."},{"id":"chutes-qwen3-6-27b-qwen-qwen3-6-27b-tee-out","providerId":"chutes","sku":"Qwen3.6-27B (Qwen/Qwen3.6-27B-TEE)","unit":"usd_per_million_output_tokens","amountUsd":2,"currency":"USD","sourceUrl":"https://chutes.ai/pricing","asOf":"2026-10-27","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":2,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"Public TEE inference output per 1M tokens. Reconfirmed 2026-10-27 (v0.12.141). The page says per-model rates are 'pulled live from our pricing API'; cached-input rate on the same card not stored."},{"id":"chutes-deepseek-v4-flash-0731-deepseek-ai-deepseek-v4-flash-0731-tee-in","providerId":"chutes","sku":"DeepSeek-V4-Flash-0731 (deepseek-ai/DeepSeek-V4-Flash-0731-TEE)","unit":"usd_per_million_input_tokens","amountUsd":0.44,"currency":"USD","sourceUrl":"https://chutes.ai/pricing","asOf":"2026-10-27","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.44,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Public TEE inference, USD per 1M tokens. Workload estimate on the same card was not used. TAO column not used. Reconfirmed 2026-10-27 (v0.12.141). The page says per-model rates are 'pulled live from our pricing API'; cached-input rate on the same card not stored."},{"id":"chutes-deepseek-v4-flash-0731-deepseek-ai-deepseek-v4-flash-0731-tee-out","providerId":"chutes","sku":"DeepSeek-V4-Flash-0731 (deepseek-ai/DeepSeek-V4-Flash-0731-TEE)","unit":"usd_per_million_output_tokens","amountUsd":1.32,"currency":"USD","sourceUrl":"https://chutes.ai/pricing","asOf":"2026-10-27","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1.32,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"Public TEE inference output per 1M tokens. Reconfirmed 2026-10-27 (v0.12.141). The page says per-model rates are 'pulled live from our pricing API'; cached-input rate on the same card not stored."},{"id":"chutes-qwen-3-5-qwen-qwen3-5-397b-a17b-tee-in","providerId":"chutes","sku":"Qwen 3.5 (Qwen/Qwen3.5-397B-A17B-TEE)","unit":"usd_per_million_input_tokens","amountUsd":0.45,"currency":"USD","sourceUrl":"https://chutes.ai/pricing","asOf":"2026-10-27","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.45,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Public TEE inference, USD per 1M tokens. Workload estimate on the same card was not used. TAO column not used. Reconfirmed 2026-10-27 (v0.12.141). The page says per-model rates are 'pulled live from our pricing API'; cached-input rate on the same card not stored."},{"id":"chutes-qwen-3-5-qwen-qwen3-5-397b-a17b-tee-out","providerId":"chutes","sku":"Qwen 3.5 (Qwen/Qwen3.5-397B-A17B-TEE)","unit":"usd_per_million_output_tokens","amountUsd":3,"currency":"USD","sourceUrl":"https://chutes.ai/pricing","asOf":"2026-10-27","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":3,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"Public TEE inference output per 1M tokens. Reconfirmed 2026-10-27 (v0.12.141). The page says per-model rates are 'pulled live from our pricing API'; cached-input rate on the same card not stored."},{"id":"chutes-kimi-k2-6-moonshotai-kimi-k2-6-tee-in","providerId":"chutes","sku":"Kimi K2.6 (moonshotai/Kimi-K2.6-TEE)","unit":"usd_per_million_input_tokens","amountUsd":0.39,"currency":"USD","sourceUrl":"https://chutes.ai/pricing","asOf":"2026-10-27","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.39,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Public TEE inference, USD per 1M tokens. Workload estimate on the same card was not used. TAO column not used. Re-priced 2026-10-27 (v0.12.141): 0.45 -> 0.39 USD per 1M input tokens from the page's Model pricing table. The page says per-model rates are 'pulled live from our pricing API', so they can move; cached-input rate on the same card not stored."},{"id":"chutes-kimi-k2-6-moonshotai-kimi-k2-6-tee-out","providerId":"chutes","sku":"Kimi K2.6 (moonshotai/Kimi-K2.6-TEE)","unit":"usd_per_million_output_tokens","amountUsd":1.8,"currency":"USD","sourceUrl":"https://chutes.ai/pricing","asOf":"2026-10-27","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1.8,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"Public TEE inference output per 1M tokens. Re-priced 2026-10-27 (v0.12.141): 1.95 -> 1.8 USD per 1M output tokens from the page's Model pricing table. The page says per-model rates are 'pulled live from our pricing API', so they can move; cached-input rate on the same card not stored."},{"id":"chutes-deepseek-v3-2-deepseek-ai-deepseek-v3-2-tee-in","providerId":"chutes","sku":"DeepSeek-V3.2 (deepseek-ai/DeepSeek-V3.2-TEE)","unit":"usd_per_million_input_tokens","amountUsd":1,"currency":"USD","sourceUrl":"https://chutes.ai/pricing","asOf":"2026-10-27","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Public TEE inference, USD per 1M tokens. Workload estimate on the same card was not used. TAO column not used. Reconfirmed 2026-10-27 (v0.12.141). The page says per-model rates are 'pulled live from our pricing API'; cached-input rate on the same card not stored."},{"id":"chutes-deepseek-v3-2-deepseek-ai-deepseek-v3-2-tee-out","providerId":"chutes","sku":"DeepSeek-V3.2 (deepseek-ai/DeepSeek-V3.2-TEE)","unit":"usd_per_million_output_tokens","amountUsd":1,"currency":"USD","sourceUrl":"https://chutes.ai/pricing","asOf":"2026-10-27","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"Public TEE inference output per 1M tokens. Reconfirmed 2026-10-27 (v0.12.141). The page says per-model rates are 'pulled live from our pricing API'; cached-input rate on the same card not stored."},{"id":"chutes-glm-5-1-zai-org-glm-5-1-tee-in","providerId":"chutes","sku":"GLM-5.1 (zai-org/GLM-5.1-TEE)","unit":"usd_per_million_input_tokens","amountUsd":0.9,"currency":"USD","sourceUrl":"https://chutes.ai/pricing","asOf":"2026-10-27","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.9,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Public TEE inference, USD per 1M tokens. Workload estimate on the same card was not used. TAO column not used. Re-priced 2026-10-27 (v0.12.141): 0.98 -> 0.9 USD per 1M input tokens from the page's Model pricing table. The page says per-model rates are 'pulled live from our pricing API', so they can move; cached-input rate on the same card not stored."},{"id":"chutes-glm-5-1-zai-org-glm-5-1-tee-out","providerId":"chutes","sku":"GLM-5.1 (zai-org/GLM-5.1-TEE)","unit":"usd_per_million_output_tokens","amountUsd":2.9,"currency":"USD","sourceUrl":"https://chutes.ai/pricing","asOf":"2026-10-27","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":2.9,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"Public TEE inference output per 1M tokens. Re-priced 2026-10-27 (v0.12.141): 3.08 -> 2.9 USD per 1M output tokens from the page's Model pricing table. The page says per-model rates are 'pulled live from our pricing API', so they can move; cached-input rate on the same card not stored."},{"id":"chutes-glm-5-2-zai-org-glm-5-2-tee-in","providerId":"chutes","sku":"GLM-5.2 (zai-org/GLM-5.2-TEE)","unit":"usd_per_million_input_tokens","amountUsd":1.25,"currency":"USD","sourceUrl":"https://chutes.ai/pricing","asOf":"2026-10-27","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1.25,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Public TEE inference, USD per 1M tokens. Workload estimate on the same card was not used. TAO column not used. Reconfirmed 2026-10-27 (v0.12.141). The page says per-model rates are 'pulled live from our pricing API'; cached-input rate on the same card not stored."},{"id":"chutes-glm-5-2-zai-org-glm-5-2-tee-out","providerId":"chutes","sku":"GLM-5.2 (zai-org/GLM-5.2-TEE)","unit":"usd_per_million_output_tokens","amountUsd":3.95,"currency":"USD","sourceUrl":"https://chutes.ai/pricing","asOf":"2026-10-27","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":3.95,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"Public TEE inference output per 1M tokens. Reconfirmed 2026-10-27 (v0.12.141). The page says per-model rates are 'pulled live from our pricing API'; cached-input rate on the same card not stored."},{"id":"chutes-kimi-k3-moonshotai-kimi-k3-tee-in","providerId":"chutes","sku":"Kimi-K3 (moonshotai/Kimi-K3-TEE)","unit":"usd_per_million_input_tokens","amountUsd":1.85,"currency":"USD","sourceUrl":"https://chutes.ai/pricing","asOf":"2026-10-27","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1.85,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Public TEE inference, USD per 1M tokens. Workload estimate on the same card was not used. TAO column not used. Reconfirmed 2026-10-27 (v0.12.141). The page says per-model rates are 'pulled live from our pricing API'; cached-input rate on the same card not stored."},{"id":"chutes-kimi-k3-moonshotai-kimi-k3-tee-out","providerId":"chutes","sku":"Kimi-K3 (moonshotai/Kimi-K3-TEE)","unit":"usd_per_million_output_tokens","amountUsd":9.5,"currency":"USD","sourceUrl":"https://chutes.ai/pricing","asOf":"2026-10-27","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":9.5,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"Public TEE inference output per 1M tokens. Reconfirmed 2026-10-27 (v0.12.141). The page says per-model rates are 'pulled live from our pricing API'; cached-input rate on the same card not stored."},{"id":"chutes-rtx-pro-6000-96gb-usd-per-gpu-hour","providerId":"chutes","sku":"RTX Pro 6000 96GB","unit":"usd_per_gpu_hour","amountUsd":1.8,"currency":"USD","sourceUrl":"https://chutes.ai/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"gpu_hour_not_coerced_to_per_million_tokens","priceSortEligible":false,"qualifier":"Self-serve TEE GPU hourly rate. Not converted from per-second. Reconfirmed 2026-10-27 (v0.12.140): page adds a 'One-time deployment fee $5.40 = 3× hourly rate' (not stored as a row) and 'Billed by the second at the GPU's hourly rate'."},{"id":"chutes-private-chute-deployment-fee-usd-one-time","providerId":"chutes","sku":"Private chute deployment fee","unit":"usd_one_time","amountUsd":5.4,"currency":"USD","sourceUrl":"https://chutes.ai/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_one_time_fee","priceSortEligible":false,"qualifier":"Page states one-time fee equals 3× the $1.80 hourly rate ($5.40) for this GPU class. Reconfirmed 2026-10-27 (v0.12.141): page prints 'One-time deployment fee $5.40 = 3× hourly rate' next to the $1.80 / hour RTX Pro 6000 96 GB self-serve TEE rate."},{"id":"chutes-plus-usd-per-month","providerId":"chutes","sku":"Plus","unit":"usd_per_month","amountUsd":10,"currency":"USD","sourceUrl":"https://chutes.ai/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_month","priceSortEligible":false,"qualifier":"Optional plan. 6% off PAYG was not applied to token rows. chutes.ai/pricing 2026-10-27 (v0.12.141) FAQ: 'Monthly plans are no longer sold on chutes.ai' (existing plans run to the end of the current billing period, then usage is pay-as-you-go); amount kept from 2026-10-03, not reconfirmed (asOf unchanged).","sourceStatus":"unverified","sourceStatusReason":"plan_no_longer_sold: on 2026-10-27 the https://chutes.ai/pricing FAQ says 'Monthly plans are no longer sold on chutes.ai. If you already have one, it stays active until the end of your current billing period' (re-checked twice, same as the 2026-10-27 06:06 ET fetch); the page shows no Plus plan or $10 amount. Kept for history, never ranked.","sourceStatusCheckedOn":"2026-10-27"},{"id":"chutes-pro-usd-per-month","providerId":"chutes","sku":"Pro","unit":"usd_per_month","amountUsd":20,"currency":"USD","sourceUrl":"https://chutes.ai/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_month","priceSortEligible":false,"qualifier":"Optional plan. 10% off PAYG was not applied to token rows. chutes.ai/pricing 2026-10-27 (v0.12.141) FAQ: 'Monthly plans are no longer sold on chutes.ai' (existing plans run to the end of the current billing period, then usage is pay-as-you-go); amount kept from 2026-10-03, not reconfirmed (asOf unchanged).","sourceStatus":"unverified","sourceStatusReason":"plan_no_longer_sold: on 2026-10-27 the https://chutes.ai/pricing FAQ says 'Monthly plans are no longer sold on chutes.ai. If you already have one, it stays active until the end of your current billing period' (re-checked twice, same as the 2026-10-27 06:06 ET fetch); the page shows no Pro plan or $20 amount. Kept for history, never ranked.","sourceStatusCheckedOn":"2026-10-27"}],"notesExcerpt":"As of 2026-10-27 (chutes.ai/pricing, fetched twice 2026-10-27): Public TEE inference PAYG per 1M tokens, input/output (the page says per-model rates are 'pulled live from our pricing API'): gemma-4-31B-turbo $0.12/$0.37; Qwen3.8-27B $0.039/$1.25; Qwen3.6-27B $0.25/$2.00; DeepSeek…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://chutes.ai","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"Partial coverage. Providers without a fetched SKU are omitted. See GET /api/pricing."}},"relatedJtbdSlugs":["cheap-volume-llm","open-model-inference","serverless-gpu","budget-open-inference","confidential-tee-inference","on-device-edge-batch"],"alternatives":[{"id":"fireworks","slug":"fireworks","name":"Fireworks AI","tagline":"Top pick for production open-model serving with real DX. Prefer over random GPU DIY when you want tokens not…","website":"https://fireworks.ai","status":"active","overall":8.35,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":1.06,"roles":["same_jtbd_pick","same_jtbd_runner"],"sharedJtbdSlugs":["cheap-volume-llm","open-model-inference","confidential-tee-inference"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"ambiguous","normalizationReason":"multiple_sourced_token_skus","shape":"sourced_rows","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[{"id":"fireworks-embed-to-150m","providerId":"fireworks","sku":"Embeddings up to 150M params","unit":"usd_per_million_input_tokens","amountUsd":0.008,"currency":"USD","sourceUrl":"https://fireworks.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.008,"normalizationReason":"embedding_sku_excluded_from_provider_sort","priceSortEligible":false,"qualifier":"parameter-count bucket, not a named chat model"},{"id":"fireworks-embed-150-350m","providerId":"fireworks","sku":"Embeddings 150M-350M params","unit":"usd_per_million_input_tokens","amountUsd":0.016,"currency":"USD","sourceUrl":"https://fireworks.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.016,"normalizationReason":"embedding_sku_excluded_from_provider_sort","priceSortEligible":false,"qualifier":"parameter-count bucket"},{"id":"fireworks-embed-qwen3-8b","providerId":"fireworks","sku":"Qwen3 8B","unit":"usd_per_million_input_tokens","amountUsd":0.1,"currency":"USD","sourceUrl":"https://fireworks.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.1,"normalizationReason":"embedding_sku_excluded_from_provider_sort","priceSortEligible":false,"qualifier":"listed in the embeddings section after the parameter buckets"},{"id":"fireworks-train-lora-sft-to-16b","providerId":"fireworks","sku":"Managed training LoRA SFT up to 16B","unit":"usd_per_million_train_tokens","amountUsd":0.5,"currency":"USD","sourceUrl":"https://fireworks.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.5,"normalizationReason":"training_token_price_not_inference","priceSortEligible":false,"qualifier":"per 1M training tokens"},{"id":"fireworks-gpu-h100","providerId":"fireworks","sku":"H100 80 GB","unit":"usd_per_gpu_hour","amountUsd":8,"currency":"USD","sourceUrl":"https://fireworks.ai/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_gpu_hour","priceSortEligible":false,"qualifier":"on-demand deployments; per-minute column also shown and not converted; reconfirmed 2026-10-27 (v0.12.139): page says 'Region-restricted deployments are priced at a 1.5x premium' (not stored as a separate row)"},{"id":"fireworks-gpu-h200","providerId":"fireworks","sku":"H200 141 GB","unit":"usd_per_gpu_hour","amountUsd":8,"currency":"USD","sourceUrl":"https://fireworks.ai/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_gpu_hour","priceSortEligible":false,"qualifier":"on-demand deployments; per-minute column also shown and not converted; reconfirmed 2026-10-27 (v0.12.139): page says 'Region-restricted deployments are priced at a 1.5x premium' (not stored as a separate row)"},{"id":"fireworks-gpu-b200","providerId":"fireworks","sku":"B200 180 GB","unit":"usd_per_gpu_hour","amountUsd":13,"currency":"USD","sourceUrl":"https://fireworks.ai/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_gpu_hour","priceSortEligible":false,"qualifier":"on-demand deployments; per-minute column also shown and not converted; reconfirmed 2026-10-27 (v0.12.139): page says 'Region-restricted deployments are priced at a 1.5x premium' (not stored as a separate row)"},{"id":"fireworks-gpu-b300","providerId":"fireworks","sku":"B300 288 GB","unit":"usd_per_gpu_hour","amountUsd":15,"currency":"USD","sourceUrl":"https://fireworks.ai/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_gpu_hour","priceSortEligible":false,"qualifier":"on-demand deployments; per-minute column also shown and not converted; reconfirmed 2026-10-27 (v0.12.139): page says 'Region-restricted deployments are priced at a 1.5x premium' (not stored as a separate row)"},{"id":"fireworks-gpu-gb300","providerId":"fireworks","sku":"GB300 288 GB","unit":"usd_per_gpu_hour","amountUsd":20,"currency":"USD","sourceUrl":"https://fireworks.ai/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_gpu_hour","priceSortEligible":false,"qualifier":"on-demand deployments; per-minute column also shown and not converted; reconfirmed 2026-10-27 (v0.12.139): page says 'Region-restricted deployments are priced at a 1.5x premium' (not stored as a separate row)"},{"id":"fireworks-serverless-chat-unavailable","providerId":"fireworks","sku":"serverless chat models","unit":"usd_per_million_input_tokens","amountUsd":null,"currency":"USD","sourceUrl":"https://fireworks.ai/pricing","asOf":"2026-10-03","normalizationStatus":"ambiguous","normalizedUsdPerMillionTokens":null,"normalizationReason":"page_points_elsewhere_for_serverless_chat_matrix","priceSortEligible":false,"qualifier":"fireworks.ai/pricing says to visit full pricing documentation for Standard/Priority/Fast serverless token rates. Those figures were not on this page and were not guessed."}],"notesExcerpt":"Serverless per-token + on-demand GPU; day-0 OSS model support; post-training stack. Free credits often available.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://fireworks.ai","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"Partial coverage. Providers without a fetched SKU are omitted. See GET /api/pricing."},"decideHint":"/api/decide?jtbd=cheap-volume-llm","human":"/providers/fireworks","compare":"/compare/chutes-vs-fireworks"},{"id":"deepinfra","slug":"deepinfra","name":"DeepInfra","tagline":"Budget open-model workhorse and one of the cheapest large-catalog hosts. Great for evals and high-volume…","website":"https://deepinfra.com","status":"active","overall":7.95,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":0.66,"roles":["same_jtbd_runner","same_jtbd_pick"],"sharedJtbdSlugs":["cheap-volume-llm","open-model-inference","budget-open-inference"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"ambiguous","normalizationReason":"input_output_split_not_a_single_rate","shape":"sourced_rows","filterable":false,"priceSortEligible":true,"priceSortKeyUsdPerMillionInputTokens":0.1,"rows":[{"id":"deepinfra-llama-33-70b-turbo-input","providerId":"deepinfra","sku":"Llama-3.3-70B-Instruct-Turbo","unit":"usd_per_million_input_tokens","amountUsd":0.1,"currency":"USD","sourceUrl":"https://deepinfra.com/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.1,"normalizationReason":null,"priceSortEligible":true,"qualifier":"128k context row"},{"id":"deepinfra-llama-33-70b-turbo-output","providerId":"deepinfra","sku":"Llama-3.3-70B-Instruct-Turbo","unit":"usd_per_million_output_tokens","amountUsd":0.32,"currency":"USD","sourceUrl":"https://deepinfra.com/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.32,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":null},{"id":"deepinfra-bge-base-en","providerId":"deepinfra","sku":"bge-base-en-v1.5","unit":"usd_per_million_input_tokens","amountUsd":0.005,"currency":"USD","sourceUrl":"https://deepinfra.com/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.005,"normalizationReason":"embedding_sku_excluded_from_provider_sort","priceSortEligible":false,"qualifier":"embeddings; input only"},{"id":"deepinfra-gpu-a100","providerId":"deepinfra","sku":"A100","unit":"usd_per_gpu_hour","amountUsd":1.49,"currency":"USD","sourceUrl":"https://deepinfra.com/pricing","asOf":"2026-10-20","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_gpu_hour","priceSortEligible":false,"qualifier":"dedicated GPU-hour"},{"id":"deepinfra-gpu-h100","providerId":"deepinfra","sku":"H100","unit":"usd_per_gpu_hour","amountUsd":2.9,"currency":"USD","sourceUrl":"https://deepinfra.com/pricing","asOf":"2026-10-20","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_gpu_hour","priceSortEligible":false,"qualifier":"dedicated GPU-hour"},{"id":"deepinfra-gpu-h200","providerId":"deepinfra","sku":"H200","unit":"usd_per_gpu_hour","amountUsd":3.49,"currency":"USD","sourceUrl":"https://deepinfra.com/pricing","asOf":"2026-10-20","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_gpu_hour","priceSortEligible":false,"qualifier":"dedicated GPU-hour"},{"id":"deepinfra-gpu-b200","providerId":"deepinfra","sku":"B200","unit":"usd_per_gpu_hour","amountUsd":4.89,"currency":"USD","sourceUrl":"https://deepinfra.com/pricing","asOf":"2026-10-20","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_gpu_hour","priceSortEligible":false,"qualifier":"dedicated GPU-hour"},{"id":"deepinfra-gpu-b300","providerId":"deepinfra","sku":"B300","unit":"usd_per_gpu_hour","amountUsd":5.89,"currency":"USD","sourceUrl":"https://deepinfra.com/pricing","asOf":"2026-10-20","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_gpu_hour","priceSortEligible":false,"qualifier":"dedicated GPU-hour"}],"notesExcerpt":"As of 2026-09-14: Broad OpenAI-compatible catalog with model-specific token rates (e.g. Llama-3.3-70B Turbo $0.10/$0.32 per 1M in/out; DeepSeek-V4-Flash input $0.09, cached input $0.018 and output $0.18 per 1M (deepinfra.com/pricing as of 2026-10-21; not stored as rows); embeddin…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://deepinfra.com","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"Partial coverage. Providers without a fetched SKU are omitted. See GET /api/pricing."},"decideHint":"/api/decide?jtbd=cheap-volume-llm","human":"/providers/deepinfra","compare":"/compare/chutes-vs-deepinfra"},{"id":"modal","slug":"modal","name":"Modal","tagline":"Depot darling for Python agent backends and bursty GPU jobs. If you think in functions not VMs, start here.","website":"https://modal.com","status":"active","overall":8.44,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-10-19","deltaOverallVsSubject":1.15,"roles":["same_jtbd_pick"],"sharedJtbdSlugs":["serverless-gpu"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unit_mismatch","normalizationReason":"unit_mismatch","shape":"sourced_rows","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[{"id":"modal-nvidia-b300-usd-per-gpu-second","providerId":"modal","sku":"Nvidia B300","unit":"usd_per_gpu_second","amountUsd":0.001972,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_second","priceSortEligible":false,"qualifier":"Per-second rate shown with the per-second toggle. Not multiplied into an hour. Reconfirmed 2026-10-27 (v0.12.140): page also says 'Region selection 1.15 - 1.75x base prices' and 'Non-preemptible execution 3x base prices' (not stored as separate rows)."},{"id":"modal-nvidia-b200-usd-per-gpu-second","providerId":"modal","sku":"Nvidia B200","unit":"usd_per_gpu_second","amountUsd":0.001736,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_second","priceSortEligible":false,"qualifier":"Per-second rate shown with the per-second toggle. Not multiplied into an hour. Reconfirmed 2026-10-27 (v0.12.140): page also says 'Region selection 1.15 - 1.75x base prices' and 'Non-preemptible execution 3x base prices' (not stored as separate rows)."},{"id":"modal-nvidia-h200-sxm-usd-per-gpu-second","providerId":"modal","sku":"Nvidia H200 SXM","unit":"usd_per_gpu_second","amountUsd":0.001261,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_second","priceSortEligible":false,"qualifier":"Per-second rate shown with the per-second toggle. Not multiplied into an hour. Reconfirmed 2026-10-27 (v0.12.140): page also says 'Region selection 1.15 - 1.75x base prices' and 'Non-preemptible execution 3x base prices' (not stored as separate rows)."},{"id":"modal-nvidia-h100-sxm5-usd-per-gpu-second","providerId":"modal","sku":"Nvidia H100 SXM5","unit":"usd_per_gpu_second","amountUsd":0.001097,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_second","priceSortEligible":false,"qualifier":"Per-second rate shown with the per-second toggle. Not multiplied into an hour. Reconfirmed 2026-10-27 (v0.12.140): page also says 'Region selection 1.15 - 1.75x base prices' and 'Non-preemptible execution 3x base prices' (not stored as separate rows)."},{"id":"modal-nvidia-rtx-pro-6000-usd-per-gpu-second","providerId":"modal","sku":"Nvidia RTX PRO 6000","unit":"usd_per_gpu_second","amountUsd":0.000842,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_second","priceSortEligible":false,"qualifier":"Per-second rate shown with the per-second toggle. Not multiplied into an hour. Reconfirmed 2026-10-27 (v0.12.140): page also says 'Region selection 1.15 - 1.75x base prices' and 'Non-preemptible execution 3x base prices' (not stored as separate rows)."},{"id":"modal-nvidia-a100-80gb-usd-per-gpu-second","providerId":"modal","sku":"Nvidia A100 80GB","unit":"usd_per_gpu_second","amountUsd":0.000694,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_second","priceSortEligible":false,"qualifier":"Per-second rate shown with the per-second toggle. Not multiplied into an hour. Reconfirmed 2026-10-27 (v0.12.140): page also says 'Region selection 1.15 - 1.75x base prices' and 'Non-preemptible execution 3x base prices' (not stored as separate rows)."},{"id":"modal-nvidia-a100-40gb-usd-per-gpu-second","providerId":"modal","sku":"Nvidia A100 40GB","unit":"usd_per_gpu_second","amountUsd":0.000583,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_second","priceSortEligible":false,"qualifier":"Per-second rate shown with the per-second toggle. Not multiplied into an hour. Reconfirmed 2026-10-27 (v0.12.140): page also says 'Region selection 1.15 - 1.75x base prices' and 'Non-preemptible execution 3x base prices' (not stored as separate rows)."},{"id":"modal-nvidia-l40s-usd-per-gpu-second","providerId":"modal","sku":"Nvidia L40S","unit":"usd_per_gpu_second","amountUsd":0.000542,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_second","priceSortEligible":false,"qualifier":"Per-second rate shown with the per-second toggle. Not multiplied into an hour. Reconfirmed 2026-10-27 (v0.12.140): page also says 'Region selection 1.15 - 1.75x base prices' and 'Non-preemptible execution 3x base prices' (not stored as separate rows)."},{"id":"modal-nvidia-a10-usd-per-gpu-second","providerId":"modal","sku":"Nvidia A10","unit":"usd_per_gpu_second","amountUsd":0.000306,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_second","priceSortEligible":false,"qualifier":"Per-second rate shown with the per-second toggle. Not multiplied into an hour. Reconfirmed 2026-10-27 (v0.12.140): page also says 'Region selection 1.15 - 1.75x base prices' and 'Non-preemptible execution 3x base prices' (not stored as separate rows)."},{"id":"modal-nvidia-l4-usd-per-gpu-second","providerId":"modal","sku":"Nvidia L4","unit":"usd_per_gpu_second","amountUsd":0.000222,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_second","priceSortEligible":false,"qualifier":"Per-second rate shown with the per-second toggle. Not multiplied into an hour. Reconfirmed 2026-10-27 (v0.12.140): page also says 'Region selection 1.15 - 1.75x base prices' and 'Non-preemptible execution 3x base prices' (not stored as separate rows)."},{"id":"modal-nvidia-t4-usd-per-gpu-second","providerId":"modal","sku":"Nvidia T4","unit":"usd_per_gpu_second","amountUsd":0.000164,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_second","priceSortEligible":false,"qualifier":"Per-second rate shown with the per-second toggle. Not multiplied into an hour. Reconfirmed 2026-10-27 (v0.12.140): page also says 'Region selection 1.15 - 1.75x base prices' and 'Non-preemptible execution 3x base prices' (not stored as separate rows)."},{"id":"modal-cpu-physical-core-usd-per-core-second","providerId":"modal","sku":"CPU physical core","unit":"usd_per_core_second","amountUsd":0.0000131,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_core_second","priceSortEligible":false,"qualifier":"Physical core (2 vCPU). Minimum 0.125 cores."},{"id":"modal-memory-usd-per-gib-second","providerId":"modal","sku":"Memory","unit":"usd_per_gib_second","amountUsd":0.00000222,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gib_second","priceSortEligible":false,"qualifier":"Container memory."},{"id":"modal-sandbox-cpu-usd-per-core-second","providerId":"modal","sku":"Sandbox CPU","unit":"usd_per_core_second","amountUsd":0.00003942,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_core_second","priceSortEligible":false,"qualifier":"Modal Sandbox rate (page: 'Modal Sandbox pricing', 'CPU (non-preemptible)'; 'Sandboxes are billed at non-preemptible rates of 3x list price'), separate from the default CPU rate."},{"id":"modal-sandbox-memory-usd-per-gib-second","providerId":"modal","sku":"Sandbox memory","unit":"usd_per_gib_second","amountUsd":0.00000667,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gib_second","priceSortEligible":false,"qualifier":"Sandbox memory (page: 'Memory (non-preemptible)' under 'Modal Sandbox pricing')."},{"id":"modal-volumes-usd-per-gib-month","providerId":"modal","sku":"Volumes","unit":"usd_per_gib_month","amountUsd":0.09,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gib_month","priceSortEligible":false,"qualifier":"Includes 1 TiB/mo free, not folded into this rate."},{"id":"modal-network-egress-usd-per-gib","providerId":"modal","sku":"Network egress","unit":"usd_per_gib","amountUsd":0.04,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gib","priceSortEligible":false,"qualifier":"See plan for included usage."},{"id":"modal-team-plan-usd-per-month","providerId":"modal","sku":"Team plan","unit":"usd_per_month","amountUsd":250,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_month","priceSortEligible":false,"qualifier":"Plus compute. $100/mo credits not subtracted."}],"notesExcerpt":"As of 2026-10-24 (modal.com/pricing, fetched 2026-10-24): Python-native serverless GPU/CPU billed per second of compute ('You never pay for idle resources'). GPU list rates per second: H100 SXM5 '$0.001097', H200 SXM '$0.001261', B200 '$0.001736', A100 80 GB '$0.000694', L40S '$0…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-10-19","scoreAsOf":"2026-10-19","website":"https://modal.com","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"Partial coverage. Providers without a fetched SKU are omitted. See GET /api/pricing."},"decideHint":"/api/decide?jtbd=serverless-gpu","human":"/providers/modal","compare":"/compare/chutes-vs-modal"},{"id":"salad","slug":"salad","name":"SaladCloud","tagline":"Promoted high on official /pricing floor ($0.015/GPU-hr). Depot interruptible ultra-cheap GPU pick…","website":"https://salad.com","status":"active","overall":6.72,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-10-19","deltaOverallVsSubject":-0.57,"roles":["same_jtbd_pick"],"sharedJtbdSlugs":["on-device-edge-batch"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unit_mismatch","normalizationReason":"unit_mismatch","shape":"sourced_rows","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[{"id":"salad-gpu-rtx-5090-high","providerId":"salad","sku":"RTX 5090 32GB (High priority)","unit":"usd_per_gpu_hour","amountUsd":0.5,"currency":"USD","sourceUrl":"https://salad.com/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"USD per GPU-hour, High priority tier (never preempted by other workloads; nodes can disconnect). vCPU and RAM included. Billed per second."},{"id":"salad-gpu-rtx-5090-lowest","providerId":"salad","sku":"RTX 5090 32GB (Lowest priority, batch)","unit":"usd_per_gpu_hour","amountUsd":0.25,"currency":"USD","sourceUrl":"https://salad.com/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"USD per GPU-hour, Lowest (batch) tier: the most interruptible. vCPU and RAM included. Billed per second."},{"id":"salad-gpu-rtx-4090-high","providerId":"salad","sku":"RTX 4090 24GB (High priority)","unit":"usd_per_gpu_hour","amountUsd":0.33,"currency":"USD","sourceUrl":"https://salad.com/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"USD per GPU-hour, High priority tier (never preempted by other workloads; nodes can disconnect). vCPU and RAM included. Billed per second."},{"id":"salad-gpu-rtx-4090-lowest","providerId":"salad","sku":"RTX 4090 24GB (Lowest priority, batch)","unit":"usd_per_gpu_hour","amountUsd":0.16,"currency":"USD","sourceUrl":"https://salad.com/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"USD per GPU-hour, Lowest (batch) tier: the most interruptible. vCPU and RAM included. Billed per second."},{"id":"salad-gpu-rtx-3090-high","providerId":"salad","sku":"RTX 3090 24GB (High priority)","unit":"usd_per_gpu_hour","amountUsd":0.17,"currency":"USD","sourceUrl":"https://salad.com/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"USD per GPU-hour, High priority tier (never preempted by other workloads; nodes can disconnect). vCPU and RAM included. Billed per second."},{"id":"salad-gpu-rtx-3090-lowest","providerId":"salad","sku":"RTX 3090 24GB (Lowest priority, batch)","unit":"usd_per_gpu_hour","amountUsd":0.09,"currency":"USD","sourceUrl":"https://salad.com/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"USD per GPU-hour, Lowest (batch) tier: the most interruptible. vCPU and RAM included. Billed per second."}],"notesExcerpt":"As of 2026-10-24 (salad.com/pricing, fetched 2026-10-24): GPU classes 'from $0.015 per GPU-hour at Lowest priority'; 'Billing is per second while an instance is in the running state.' 'Allocation, image download, and container start are free.' GPU prices are 'Per GPU, per hour. v…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-10-19","scoreAsOf":"2026-10-19","website":"https://salad.com","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"Partial coverage. Providers without a fetched SKU are omitted. See GET /api/pricing."},"decideHint":"/api/decide?jtbd=on-device-edge-batch","human":"/providers/salad","compare":"/compare/chutes-vs-salad"},{"id":"friendli","slug":"friendli","name":"FriendliAI","tagline":"Open-model production peer when latency/tool-calling matter. Fireworks remains depot open-model default…","website":"https://friendli.ai","status":"active","overall":8.03,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-10-01","deltaOverallVsSubject":0.74,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["open-model-inference","serverless-gpu","confidential-tee-inference"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"ambiguous","normalizationReason":"input_output_split_not_a_single_rate","shape":"sourced_rows","filterable":false,"priceSortEligible":true,"priceSortKeyUsdPerMillionInputTokens":0.14,"rows":[{"id":"friendli-gpu-a100","providerId":"friendli","sku":"A100 80GB","unit":"usd_per_gpu_hour","amountUsd":4,"currency":"USD","sourceUrl":"https://friendli.ai/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_gpu_hour","priceSortEligible":false,"qualifier":"dedicated on-demand; billed per second. Matches pricing-watch 2026-10-01 step-up."},{"id":"friendli-gpu-h100","providerId":"friendli","sku":"H100 80GB","unit":"usd_per_gpu_hour","amountUsd":5,"currency":"USD","sourceUrl":"https://friendli.ai/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_gpu_hour","priceSortEligible":false,"qualifier":"dedicated on-demand; billed per second. Matches pricing-watch 2026-10-01 step-up."},{"id":"friendli-gpu-h200","providerId":"friendli","sku":"H200 141GB","unit":"usd_per_gpu_hour","amountUsd":7,"currency":"USD","sourceUrl":"https://friendli.ai/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_gpu_hour","priceSortEligible":false,"qualifier":"dedicated on-demand; billed per second. Matches pricing-watch 2026-10-01 step-up."},{"id":"friendli-gpu-b200","providerId":"friendli","sku":"B200 180GB","unit":"usd_per_gpu_hour","amountUsd":9,"currency":"USD","sourceUrl":"https://friendli.ai/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_gpu_hour","priceSortEligible":false,"qualifier":"dedicated on-demand; billed per second. Matches pricing-watch 2026-10-01 step-up."},{"id":"friendli-gpu-b300","providerId":"friendli","sku":"B300 288GB","unit":"usd_per_gpu_hour","amountUsd":12,"currency":"USD","sourceUrl":"https://friendli.ai/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_gpu_hour","priceSortEligible":false,"qualifier":"dedicated on-demand; billed per second. Matches pricing-watch 2026-10-01 step-up."},{"id":"friendli-glm-53-flash-input","providerId":"friendli","sku":"GLM-5.3-Flash","unit":"usd_per_million_input_tokens","amountUsd":0.15,"currency":"USD","sourceUrl":"https://friendli.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.15,"normalizationReason":null,"priceSortEligible":true,"qualifier":"model API $/1M tokens"},{"id":"friendli-glm-53-flash-output","providerId":"friendli","sku":"GLM-5.3-Flash","unit":"usd_per_million_output_tokens","amountUsd":0.5,"currency":"USD","sourceUrl":"https://friendli.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.5,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":null},{"id":"friendli-glm-53-flash-cached","providerId":"friendli","sku":"GLM-5.3-Flash","unit":"usd_per_million_cached_input_tokens","amountUsd":0.03,"currency":"USD","sourceUrl":"https://friendli.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.03,"normalizationReason":"cached_input_not_a_single_rate","priceSortEligible":false,"qualifier":null},{"id":"friendli-glm-52-input","providerId":"friendli","sku":"GLM-5.2","unit":"usd_per_million_input_tokens","amountUsd":1.4,"currency":"USD","sourceUrl":"https://friendli.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1.4,"normalizationReason":null,"priceSortEligible":true,"qualifier":"model API $/1M tokens"},{"id":"friendli-glm-52-output","providerId":"friendli","sku":"GLM-5.2","unit":"usd_per_million_output_tokens","amountUsd":4.4,"currency":"USD","sourceUrl":"https://friendli.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":4.4,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":null},{"id":"friendli-glm-52-cached","providerId":"friendli","sku":"GLM-5.2","unit":"usd_per_million_cached_input_tokens","amountUsd":0.26,"currency":"USD","sourceUrl":"https://friendli.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.26,"normalizationReason":"cached_input_not_a_single_rate","priceSortEligible":false,"qualifier":null},{"id":"friendli-glm-51-input","providerId":"friendli","sku":"GLM-5.1","unit":"usd_per_million_input_tokens","amountUsd":1.4,"currency":"USD","sourceUrl":"https://friendli.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1.4,"normalizationReason":null,"priceSortEligible":true,"qualifier":"model API $/1M tokens"},{"id":"friendli-glm-51-output","providerId":"friendli","sku":"GLM-5.1","unit":"usd_per_million_output_tokens","amountUsd":4.4,"currency":"USD","sourceUrl":"https://friendli.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":4.4,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":null},{"id":"friendli-glm-51-cached","providerId":"friendli","sku":"GLM-5.1","unit":"usd_per_million_cached_input_tokens","amountUsd":0.26,"currency":"USD","sourceUrl":"https://friendli.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.26,"normalizationReason":"cached_input_not_a_single_rate","priceSortEligible":false,"qualifier":null},{"id":"friendli-gemma-4-31b-it-input","providerId":"friendli","sku":"gemma-4-31B-it","unit":"usd_per_million_input_tokens","amountUsd":0.14,"currency":"USD","sourceUrl":"https://friendli.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.14,"normalizationReason":null,"priceSortEligible":true,"qualifier":"model API $/1M tokens"},{"id":"friendli-gemma-4-31b-it-output","providerId":"friendli","sku":"gemma-4-31B-it","unit":"usd_per_million_output_tokens","amountUsd":0.4,"currency":"USD","sourceUrl":"https://friendli.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.4,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":null},{"id":"friendli-deepseek-v32-input","providerId":"friendli","sku":"DeepSeek-V3.2","unit":"usd_per_million_input_tokens","amountUsd":0.5,"currency":"USD","sourceUrl":"https://friendli.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.5,"normalizationReason":null,"priceSortEligible":true,"qualifier":"model API $/1M tokens"},{"id":"friendli-deepseek-v32-output","providerId":"friendli","sku":"DeepSeek-V3.2","unit":"usd_per_million_output_tokens","amountUsd":1.5,"currency":"USD","sourceUrl":"https://friendli.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1.5,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":null},{"id":"friendli-deepseek-v32-cached","providerId":"friendli","sku":"DeepSeek-V3.2","unit":"usd_per_million_cached_input_tokens","amountUsd":0.25,"currency":"USD","sourceUrl":"https://friendli.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.25,"normalizationReason":"cached_input_not_a_single_rate","priceSortEligible":false,"qualifier":null},{"id":"friendli-minimax-m25-input","providerId":"friendli","sku":"MiniMax-M2.5","unit":"usd_per_million_input_tokens","amountUsd":0.3,"currency":"USD","sourceUrl":"https://friendli.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.3,"normalizationReason":null,"priceSortEligible":false,"qualifier":"model API $/1M tokens","sourceStatus":"unverified","sourceStatusReason":"model_not_on_source_page: on 2026-10-25 the Pay per token table on https://friendli.ai/pricing lists GLM-5.3, GLM-5.3-Flash, GLM-5.2, GLM-5.1, gemma-4-31B-it and DeepSeek-V3.2 (plus whisper-large-v3 under Speech to text); MiniMax-M2.5 is no longer in the table (MiniMax appears only in a generic overview sentence without an amount). Kept for history, never ranked.","sourceStatusCheckedOn":"2026-10-25"},{"id":"friendli-minimax-m25-output","providerId":"friendli","sku":"MiniMax-M2.5","unit":"usd_per_million_output_tokens","amountUsd":1.2,"currency":"USD","sourceUrl":"https://friendli.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1.2,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":null,"sourceStatus":"unverified","sourceStatusReason":"model_not_on_source_page: on 2026-10-25 the Pay per token table on https://friendli.ai/pricing lists GLM-5.3, GLM-5.3-Flash, GLM-5.2, GLM-5.1, gemma-4-31B-it and DeepSeek-V3.2 (plus whisper-large-v3 under Speech to text); MiniMax-M2.5 is no longer in the table (MiniMax appears only in a generic overview sentence without an amount). Kept for history, never ranked.","sourceStatusCheckedOn":"2026-10-25"},{"id":"friendli-minimax-m25-cached","providerId":"friendli","sku":"MiniMax-M2.5","unit":"usd_per_million_cached_input_tokens","amountUsd":0.06,"currency":"USD","sourceUrl":"https://friendli.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.06,"normalizationReason":"cached_input_not_a_single_rate","priceSortEligible":false,"qualifier":null,"sourceStatus":"unverified","sourceStatusReason":"model_not_on_source_page: on 2026-10-25 the Pay per token table on https://friendli.ai/pricing lists GLM-5.3, GLM-5.3-Flash, GLM-5.2, GLM-5.1, gemma-4-31B-it and DeepSeek-V3.2 (plus whisper-large-v3 under Speech to text); MiniMax-M2.5 is no longer in the table (MiniMax appears only in a generic overview sentence without an amount). Kept for history, never ranked.","sourceStatusCheckedOn":"2026-10-25"},{"id":"friendli-glm-53-ambiguous","providerId":"friendli","sku":"GLM-5.3","unit":"usd_per_million_input_tokens","amountUsd":null,"currency":"USD","sourceUrl":"https://friendli.ai/pricing","asOf":"2026-10-03","normalizationStatus":"ambiguous","normalizedUsdPerMillionTokens":null,"normalizationReason":"promo_and_list_price_adjacent","priceSortEligible":false,"qualifier":"Page shows 10% OFF and both $1.26 and $1.40 input (cached $0.234/$0.26, output $3.96/$4.40). No single figure selected."}],"notesExcerpt":"As of 2026-10-01 (friendli.ai/pricing live): Dedicated Endpoints on-demand step-up **is live** — A100 **$4.0**/hr, H100 **$5.0**/hr, H200 **$7.0**/hr, B200 **$9.0**/hr, B300 $12.0/hr (was through-Sep-30: A100 $2.9, H100 $3.9, H200 $4.5, B200 $8.9, B300 $12.0). Billed per second; …","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-10-01","scoreAsOf":"2026-10-01","website":"https://friendli.ai","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"Partial coverage. Providers without a fetched SKU are omitted. See GET /api/pricing."},"decideHint":"/api/decide?jtbd=open-model-inference","human":"/providers/friendli","compare":"/compare/chutes-vs-friendli"},{"id":"together","slug":"together","name":"Together AI","tagline":"Best catalog breadth for OSS models. Watch minimums and lifetime spend gates before you design around a gated…","website":"https://www.together.ai","status":"active","overall":8.2,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":0.91,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["cheap-volume-llm","open-model-inference"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"ambiguous","normalizationReason":"input_output_split_not_a_single_rate","shape":"sourced_rows","filterable":false,"priceSortEligible":true,"priceSortKeyUsdPerMillionInputTokens":0.15,"rows":[{"id":"together-llama-33-70b-input","providerId":"together","sku":"Llama 3.3 70B","unit":"usd_per_million_input_tokens","amountUsd":1.04,"currency":"USD","sourceUrl":"https://www.together.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1.04,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Serverless price-per-1M-tokens table. A separate fine-tune table also lists Llama 3.3 70B at different numbers and was not used."},{"id":"together-llama-33-70b-output","providerId":"together","sku":"Llama 3.3 70B","unit":"usd_per_million_output_tokens","amountUsd":1.04,"currency":"USD","sourceUrl":"https://www.together.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1.04,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":null},{"id":"together-deepseek-v4-pro-0813-input","providerId":"together","sku":"DeepSeek V4 Pro 0813","unit":"usd_per_million_input_tokens","amountUsd":1.32,"currency":"USD","sourceUrl":"https://www.together.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1.32,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Serverless price-per-1M-tokens table. A separate fine-tune table also lists Llama 3.3 70B at different numbers and was not used."},{"id":"together-deepseek-v4-pro-0813-output","providerId":"together","sku":"DeepSeek V4 Pro 0813","unit":"usd_per_million_output_tokens","amountUsd":3.96,"currency":"USD","sourceUrl":"https://www.together.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":3.96,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":null},{"id":"together-deepseek-v4-pro-0813-cached","providerId":"together","sku":"DeepSeek V4 Pro 0813","unit":"usd_per_million_cached_input_tokens","amountUsd":0.13,"currency":"USD","sourceUrl":"https://www.together.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.13,"normalizationReason":"cached_input_not_a_single_rate","priceSortEligible":false,"qualifier":null},{"id":"together-gpt-oss-120b-input","providerId":"together","sku":"gpt-oss-120B","unit":"usd_per_million_input_tokens","amountUsd":0.15,"currency":"USD","sourceUrl":"https://www.together.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.15,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Serverless price-per-1M-tokens table. A separate fine-tune table also lists Llama 3.3 70B at different numbers and was not used."},{"id":"together-gpt-oss-120b-output","providerId":"together","sku":"gpt-oss-120B","unit":"usd_per_million_output_tokens","amountUsd":0.6,"currency":"USD","sourceUrl":"https://www.together.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.6,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":null},{"id":"together-glm-53-flash-input","providerId":"together","sku":"GLM-5.3-Flash","unit":"usd_per_million_input_tokens","amountUsd":0.15,"currency":"USD","sourceUrl":"https://www.together.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.15,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Serverless price-per-1M-tokens table. A separate fine-tune table also lists Llama 3.3 70B at different numbers and was not used."},{"id":"together-glm-53-flash-output","providerId":"together","sku":"GLM-5.3-Flash","unit":"usd_per_million_output_tokens","amountUsd":0.5,"currency":"USD","sourceUrl":"https://www.together.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.5,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":null},{"id":"together-glm-53-flash-cached","providerId":"together","sku":"GLM-5.3-Flash","unit":"usd_per_million_cached_input_tokens","amountUsd":0.03,"currency":"USD","sourceUrl":"https://www.together.ai/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.03,"normalizationReason":"cached_input_not_a_single_rate","priceSortEligible":false,"qualifier":null}],"notesExcerpt":"As of 2026-09-14: Open-model inference + fine-tune on one OpenAI-compatible API; competitive per-token rates (often ~$0.15–$0.90/MTok class depending on model). Strong for Llama/Qwen/DeepSeek families; Dedicated endpoints available.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://www.together.ai","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"Partial coverage. Providers without a fetched SKU are omitted. See GET /api/pricing."},"decideHint":"/api/decide?jtbd=cheap-volume-llm","human":"/providers/together","compare":"/compare/chutes-vs-together"},{"id":"groq","slug":"groq","name":"Groq","tagline":"Use when latency is the product. Do not build your whole company on one Groq model SKU — they rotate.","website":"https://groq.com","status":"active","overall":7.95,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":0.66,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["cheap-volume-llm","open-model-inference"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"ambiguous","normalizationReason":"input_output_split_not_a_single_rate","shape":"sourced_rows","filterable":false,"priceSortEligible":true,"priceSortKeyUsdPerMillionInputTokens":0.075,"rows":[{"id":"groq-gpt-oss-120b-input","providerId":"groq","sku":"openai/gpt-oss-120b","unit":"usd_per_million_input_tokens","amountUsd":0.15,"currency":"USD","sourceUrl":"https://console.groq.com/docs/models","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.15,"normalizationReason":null,"priceSortEligible":true,"qualifier":"column header PRICE PER 1M TOKENS. Llama 3.1 8B and Llama 3.3 70B on the same page say Contact Sales and were omitted."},{"id":"groq-gpt-oss-120b-output","providerId":"groq","sku":"openai/gpt-oss-120b","unit":"usd_per_million_output_tokens","amountUsd":0.6,"currency":"USD","sourceUrl":"https://console.groq.com/docs/models","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.6,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":null},{"id":"groq-gpt-oss-20b-input","providerId":"groq","sku":"openai/gpt-oss-20b","unit":"usd_per_million_input_tokens","amountUsd":0.075,"currency":"USD","sourceUrl":"https://console.groq.com/docs/models","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.075,"normalizationReason":null,"priceSortEligible":true,"qualifier":"column header PRICE PER 1M TOKENS. Llama 3.1 8B and Llama 3.3 70B on the same page say Contact Sales and were omitted."},{"id":"groq-gpt-oss-20b-output","providerId":"groq","sku":"openai/gpt-oss-20b","unit":"usd_per_million_output_tokens","amountUsd":0.3,"currency":"USD","sourceUrl":"https://console.groq.com/docs/models","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.3,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":null},{"id":"groq-llama-prompt-guard-2-22m-input","providerId":"groq","sku":"meta-llama/llama-prompt-guard-2-22m","unit":"usd_per_million_input_tokens","amountUsd":0.03,"currency":"USD","sourceUrl":"https://console.groq.com/docs/models","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.03,"normalizationReason":"classifier_sku_excluded_from_provider_sort","priceSortEligible":false,"qualifier":"column header PRICE PER 1M TOKENS. Llama 3.1 8B and Llama 3.3 70B on the same page say Contact Sales and were omitted."},{"id":"groq-llama-prompt-guard-2-22m-output","providerId":"groq","sku":"meta-llama/llama-prompt-guard-2-22m","unit":"usd_per_million_output_tokens","amountUsd":0.03,"currency":"USD","sourceUrl":"https://console.groq.com/docs/models","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.03,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":null},{"id":"groq-llama-prompt-guard-2-86m-input","providerId":"groq","sku":"meta-llama/llama-prompt-guard-2-86m","unit":"usd_per_million_input_tokens","amountUsd":0.04,"currency":"USD","sourceUrl":"https://console.groq.com/docs/models","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.04,"normalizationReason":"classifier_sku_excluded_from_provider_sort","priceSortEligible":false,"qualifier":"column header PRICE PER 1M TOKENS. Llama 3.1 8B and Llama 3.3 70B on the same page say Contact Sales and were omitted."},{"id":"groq-llama-prompt-guard-2-86m-output","providerId":"groq","sku":"meta-llama/llama-prompt-guard-2-86m","unit":"usd_per_million_output_tokens","amountUsd":0.04,"currency":"USD","sourceUrl":"https://console.groq.com/docs/models","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.04,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":null},{"id":"groq-qwen3.8-27b-input","providerId":"groq","sku":"qwen/qwen3.8-27b","unit":"usd_per_million_input_tokens","amountUsd":0.8,"currency":"USD","sourceUrl":"https://console.groq.com/docs/models","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.8,"normalizationReason":null,"priceSortEligible":true,"qualifier":"column header PRICE PER 1M TOKENS. Llama 3.1 8B and Llama 3.3 70B on the same page say Contact Sales and were omitted."},{"id":"groq-qwen3.8-27b-output","providerId":"groq","sku":"qwen/qwen3.8-27b","unit":"usd_per_million_output_tokens","amountUsd":4,"currency":"USD","sourceUrl":"https://console.groq.com/docs/models","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":4,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":null},{"id":"groq-whisper-v3","providerId":"groq","sku":"whisper-large-v3","unit":"usd_per_hour","amountUsd":0.111,"currency":"USD","sourceUrl":"https://console.groq.com/docs/models","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_hour","priceSortEligible":false,"qualifier":null},{"id":"groq-whisper-v3-turbo","providerId":"groq","sku":"whisper-large-v3-turbo","unit":"usd_per_hour","amountUsd":0.04,"currency":"USD","sourceUrl":"https://console.groq.com/docs/models","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_hour","priceSortEligible":false,"qualifier":null}],"notesExcerpt":"Per-token with free tier; LPU inference; narrow production model set (Llama/Qwen/GPT-OSS etc.); batch discounts. Llama Guard 4 12B (model id meta-llama/llama-guard-4-12b) is still documented at console.groq.com/docs/model/meta-llama/llama-guard-4-12b as an open safety classifier;…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://groq.com","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"Partial coverage. Providers without a fetched SKU are omitted. See GET /api/pricing."},"decideHint":"/api/decide?jtbd=cheap-volume-llm","human":"/providers/groq","compare":"/compare/chutes-vs-groq"},{"id":"zai","slug":"zai","name":"Z.AI (Zhipu GLM)","tagline":"International GLM via z.ai — catalog zai, not a second Zhipu mainland-only SKU. Strong cheap/coding runner…","website":"https://z.ai","status":"active","overall":7.79,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":0.5,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["cheap-volume-llm","budget-open-inference"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"ambiguous","normalizationReason":"input_output_split_not_a_single_rate","shape":"sourced_rows","filterable":false,"priceSortEligible":true,"priceSortKeyUsdPerMillionInputTokens":0.04,"rows":[{"id":"zai-glm-4-7-flash-ambiguous","providerId":"zai","sku":"GLM-4.7-Flash","unit":"usd_per_million_input_tokens","amountUsd":null,"currency":null,"sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"ambiguous","normalizedUsdPerMillionTokens":null,"normalizationReason":"free_label_not_a_usd_amount","priceSortEligible":false,"qualifier":"Prices-per-1M table cell is Free for input and output. No USD figure selected."},{"id":"zai-glm-4-5-flash-ambiguous","providerId":"zai","sku":"GLM-4.5-Flash","unit":"usd_per_million_input_tokens","amountUsd":null,"currency":null,"sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"ambiguous","normalizedUsdPerMillionTokens":null,"normalizationReason":"free_label_not_a_usd_amount","priceSortEligible":false,"qualifier":"Prices-per-1M table cell is Free for input and output. No USD figure selected."},{"id":"zai-glm-4-6v-flash-ambiguous","providerId":"zai","sku":"GLM-4.6V-Flash","unit":"usd_per_million_input_tokens","amountUsd":null,"currency":null,"sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"ambiguous","normalizedUsdPerMillionTokens":null,"normalizationReason":"free_label_not_a_usd_amount","priceSortEligible":false,"qualifier":"Prices-per-1M table cell is Free for input and output. No USD figure selected."},{"id":"zai-web-search-usd-per-use","providerId":"zai","sku":"Web Search","unit":"usd_per_use","amountUsd":0.01,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_use","priceSortEligible":false,"qualifier":"Built-in tool, $0.01 / use. Not tokens."},{"id":"zai-glm-image-usd-per-image","providerId":"zai","sku":"GLM-Image","unit":"usd_per_image","amountUsd":0.015,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_image","priceSortEligible":false,"qualifier":"Prices per image."},{"id":"zai-cogview-4-usd-per-image","providerId":"zai","sku":"CogView-4","unit":"usd_per_image","amountUsd":0.01,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_image","priceSortEligible":false,"qualifier":"Prices per image."},{"id":"zai-cogvideox-3-usd-per-video","providerId":"zai","sku":"CogVideoX-3","unit":"usd_per_video","amountUsd":0.2,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_video","priceSortEligible":false,"qualifier":"Prices per video."},{"id":"zai-glm-asr-2512-undiff","providerId":"zai","sku":"GLM-ASR-2512","unit":"usd_per_million_tokens","amountUsd":0.03,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.03,"normalizationReason":"speech_sku_excluded_from_provider_sort","priceSortEligible":false,"qualifier":"Page: $0.03 / MTok. The parenthetical per-minute figure is labeled approximately and was not used."},{"id":"zai-glm-slide-poster-agent-undiff","providerId":"zai","sku":"GLM Slide/Poster Agent","unit":"usd_per_million_tokens","amountUsd":0.7,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.7,"normalizationReason":"agent_sku_excluded_from_provider_sort","priceSortEligible":false,"qualifier":"Agent price $0.7 / MTok."},{"id":"zai-general-purpose-translation-undiff","providerId":"zai","sku":"General-Purpose Translation","unit":"usd_per_million_tokens","amountUsd":3,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":3,"normalizationReason":"agent_sku_excluded_from_provider_sort","priceSortEligible":false,"qualifier":"Agent price $3 / MTok."},{"id":"zai-popular-special-effects-video-templates-usd-per-video","providerId":"zai","sku":"Popular Special Effects Video Templates","unit":"usd_per_video","amountUsd":0.2,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_video","priceSortEligible":false,"qualifier":"$0.2 / video."},{"id":"zai-glm-5-3-flash-in","providerId":"zai","sku":"GLM-5.3-Flash","unit":"usd_per_million_input_tokens","amountUsd":0.15,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.15,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Prices per 1M tokens. Cached input not folded in."},{"id":"zai-glm-5-3-flash-out","providerId":"zai","sku":"GLM-5.3-Flash","unit":"usd_per_million_output_tokens","amountUsd":0.5,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.5,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"Prices per 1M tokens."},{"id":"zai-glm-5-3-flash-cached","providerId":"zai","sku":"GLM-5.3-Flash","unit":"usd_per_million_cached_input_tokens","amountUsd":0.03,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.03,"normalizationReason":"cached_input_not_a_single_rate","priceSortEligible":false,"qualifier":"Cached input column."},{"id":"zai-glm-5-3-flashx-in","providerId":"zai","sku":"GLM-5.3-FlashX","unit":"usd_per_million_input_tokens","amountUsd":0.37,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.37,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Prices per 1M tokens. Cached input not folded in."},{"id":"zai-glm-5-3-flashx-out","providerId":"zai","sku":"GLM-5.3-FlashX","unit":"usd_per_million_output_tokens","amountUsd":1.25,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1.25,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"Prices per 1M tokens."},{"id":"zai-glm-5-3-flashx-cached","providerId":"zai","sku":"GLM-5.3-FlashX","unit":"usd_per_million_cached_input_tokens","amountUsd":0.075,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.075,"normalizationReason":"cached_input_not_a_single_rate","priceSortEligible":false,"qualifier":"Cached input column."},{"id":"zai-glm-5-3-in","providerId":"zai","sku":"GLM-5.3","unit":"usd_per_million_input_tokens","amountUsd":1.4,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1.4,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Prices per 1M tokens. Cached input not folded in."},{"id":"zai-glm-5-3-out","providerId":"zai","sku":"GLM-5.3","unit":"usd_per_million_output_tokens","amountUsd":4.4,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":4.4,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"Prices per 1M tokens."},{"id":"zai-glm-5-3-cached","providerId":"zai","sku":"GLM-5.3","unit":"usd_per_million_cached_input_tokens","amountUsd":0.26,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.26,"normalizationReason":"cached_input_not_a_single_rate","priceSortEligible":false,"qualifier":"Cached input column."},{"id":"zai-glm-5-2-in","providerId":"zai","sku":"GLM-5.2","unit":"usd_per_million_input_tokens","amountUsd":1.4,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1.4,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Prices per 1M tokens. Cached input not folded in."},{"id":"zai-glm-5-2-out","providerId":"zai","sku":"GLM-5.2","unit":"usd_per_million_output_tokens","amountUsd":4.4,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":4.4,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"Prices per 1M tokens."},{"id":"zai-glm-5-2-cached","providerId":"zai","sku":"GLM-5.2","unit":"usd_per_million_cached_input_tokens","amountUsd":0.26,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.26,"normalizationReason":"cached_input_not_a_single_rate","priceSortEligible":false,"qualifier":"Cached input column."},{"id":"zai-glm-5-1-in","providerId":"zai","sku":"GLM-5.1","unit":"usd_per_million_input_tokens","amountUsd":1.4,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1.4,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Prices per 1M tokens. Cached input not folded in."},{"id":"zai-glm-5-1-out","providerId":"zai","sku":"GLM-5.1","unit":"usd_per_million_output_tokens","amountUsd":4.4,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":4.4,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"Prices per 1M tokens."},{"id":"zai-glm-5-1-cached","providerId":"zai","sku":"GLM-5.1","unit":"usd_per_million_cached_input_tokens","amountUsd":0.26,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.26,"normalizationReason":"cached_input_not_a_single_rate","priceSortEligible":false,"qualifier":"Cached input column."},{"id":"zai-glm-5-in","providerId":"zai","sku":"GLM-5","unit":"usd_per_million_input_tokens","amountUsd":1,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Prices per 1M tokens. Cached input not folded in."},{"id":"zai-glm-5-out","providerId":"zai","sku":"GLM-5","unit":"usd_per_million_output_tokens","amountUsd":3.2,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":3.2,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"Prices per 1M tokens."},{"id":"zai-glm-5-cached","providerId":"zai","sku":"GLM-5","unit":"usd_per_million_cached_input_tokens","amountUsd":0.2,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.2,"normalizationReason":"cached_input_not_a_single_rate","priceSortEligible":false,"qualifier":"Cached input column."},{"id":"zai-glm-4-7-in","providerId":"zai","sku":"GLM-4.7","unit":"usd_per_million_input_tokens","amountUsd":0.6,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.6,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Prices per 1M tokens. Cached input not folded in."},{"id":"zai-glm-4-7-out","providerId":"zai","sku":"GLM-4.7","unit":"usd_per_million_output_tokens","amountUsd":2.2,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":2.2,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"Prices per 1M tokens."},{"id":"zai-glm-4-7-cached","providerId":"zai","sku":"GLM-4.7","unit":"usd_per_million_cached_input_tokens","amountUsd":0.11,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.11,"normalizationReason":"cached_input_not_a_single_rate","priceSortEligible":false,"qualifier":"Cached input column."},{"id":"zai-glm-4-7-flashx-in","providerId":"zai","sku":"GLM-4.7-FlashX","unit":"usd_per_million_input_tokens","amountUsd":0.07,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.07,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Prices per 1M tokens. Cached input not folded in."},{"id":"zai-glm-4-7-flashx-out","providerId":"zai","sku":"GLM-4.7-FlashX","unit":"usd_per_million_output_tokens","amountUsd":0.4,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.4,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"Prices per 1M tokens."},{"id":"zai-glm-4-7-flashx-cached","providerId":"zai","sku":"GLM-4.7-FlashX","unit":"usd_per_million_cached_input_tokens","amountUsd":0.01,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.01,"normalizationReason":"cached_input_not_a_single_rate","priceSortEligible":false,"qualifier":"Cached input column."},{"id":"zai-glm-4-6-in","providerId":"zai","sku":"GLM-4.6","unit":"usd_per_million_input_tokens","amountUsd":0.6,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.6,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Prices per 1M tokens. Cached input not folded in."},{"id":"zai-glm-4-6-out","providerId":"zai","sku":"GLM-4.6","unit":"usd_per_million_output_tokens","amountUsd":2.2,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":2.2,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"Prices per 1M tokens."},{"id":"zai-glm-4-6-cached","providerId":"zai","sku":"GLM-4.6","unit":"usd_per_million_cached_input_tokens","amountUsd":0.11,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.11,"normalizationReason":"cached_input_not_a_single_rate","priceSortEligible":false,"qualifier":"Cached input column."},{"id":"zai-glm-4-5-in","providerId":"zai","sku":"GLM-4.5","unit":"usd_per_million_input_tokens","amountUsd":0.6,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.6,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Prices per 1M tokens. Cached input not folded in."},{"id":"zai-glm-4-5-out","providerId":"zai","sku":"GLM-4.5","unit":"usd_per_million_output_tokens","amountUsd":2.2,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":2.2,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"Prices per 1M tokens."},{"id":"zai-glm-4-5-cached","providerId":"zai","sku":"GLM-4.5","unit":"usd_per_million_cached_input_tokens","amountUsd":0.11,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.11,"normalizationReason":"cached_input_not_a_single_rate","priceSortEligible":false,"qualifier":"Cached input column."},{"id":"zai-glm-4-5-x-in","providerId":"zai","sku":"GLM-4.5-X","unit":"usd_per_million_input_tokens","amountUsd":2.2,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":2.2,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Prices per 1M tokens. Cached input not folded in."},{"id":"zai-glm-4-5-x-out","providerId":"zai","sku":"GLM-4.5-X","unit":"usd_per_million_output_tokens","amountUsd":8.9,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":8.9,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"Prices per 1M tokens."},{"id":"zai-glm-4-5-x-cached","providerId":"zai","sku":"GLM-4.5-X","unit":"usd_per_million_cached_input_tokens","amountUsd":0.45,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.45,"normalizationReason":"cached_input_not_a_single_rate","priceSortEligible":false,"qualifier":"Cached input column."},{"id":"zai-glm-4-5-air-in","providerId":"zai","sku":"GLM-4.5-Air","unit":"usd_per_million_input_tokens","amountUsd":0.2,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.2,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Prices per 1M tokens. Cached input not folded in."},{"id":"zai-glm-4-5-air-out","providerId":"zai","sku":"GLM-4.5-Air","unit":"usd_per_million_output_tokens","amountUsd":1.1,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1.1,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"Prices per 1M tokens."},{"id":"zai-glm-4-5-air-cached","providerId":"zai","sku":"GLM-4.5-Air","unit":"usd_per_million_cached_input_tokens","amountUsd":0.03,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.03,"normalizationReason":"cached_input_not_a_single_rate","priceSortEligible":false,"qualifier":"Cached input column."},{"id":"zai-glm-4-5-airx-in","providerId":"zai","sku":"GLM-4.5-AirX","unit":"usd_per_million_input_tokens","amountUsd":1.1,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1.1,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Prices per 1M tokens. Cached input not folded in."},{"id":"zai-glm-4-5-airx-out","providerId":"zai","sku":"GLM-4.5-AirX","unit":"usd_per_million_output_tokens","amountUsd":4.5,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":4.5,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"Prices per 1M tokens."},{"id":"zai-glm-4-5-airx-cached","providerId":"zai","sku":"GLM-4.5-AirX","unit":"usd_per_million_cached_input_tokens","amountUsd":0.22,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.22,"normalizationReason":"cached_input_not_a_single_rate","priceSortEligible":false,"qualifier":"Cached input column."},{"id":"zai-glm-4-32b-0414-128k-in","providerId":"zai","sku":"GLM-4-32B-0414-128K","unit":"usd_per_million_input_tokens","amountUsd":0.1,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.1,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Prices per 1M tokens. Cached input not folded in."},{"id":"zai-glm-4-32b-0414-128k-out","providerId":"zai","sku":"GLM-4-32B-0414-128K","unit":"usd_per_million_output_tokens","amountUsd":0.1,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.1,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"Prices per 1M tokens."},{"id":"zai-glm-4-6v-in","providerId":"zai","sku":"GLM-4.6V","unit":"usd_per_million_input_tokens","amountUsd":0.3,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.3,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Prices per 1M tokens. Cached input not folded in."},{"id":"zai-glm-4-6v-out","providerId":"zai","sku":"GLM-4.6V","unit":"usd_per_million_output_tokens","amountUsd":0.9,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.9,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"Prices per 1M tokens."},{"id":"zai-glm-4-6v-cached","providerId":"zai","sku":"GLM-4.6V","unit":"usd_per_million_cached_input_tokens","amountUsd":0.05,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.05,"normalizationReason":"cached_input_not_a_single_rate","priceSortEligible":false,"qualifier":"Cached input column."},{"id":"zai-glm-ocr-in","providerId":"zai","sku":"GLM-OCR","unit":"usd_per_million_input_tokens","amountUsd":0.03,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.03,"normalizationReason":"ocr_sku_excluded_from_provider_sort","priceSortEligible":false,"qualifier":"Vision OCR row, prices per 1M tokens. Not the chat sort key."},{"id":"zai-glm-ocr-out","providerId":"zai","sku":"GLM-OCR","unit":"usd_per_million_output_tokens","amountUsd":0.03,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.03,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"Prices per 1M tokens."},{"id":"zai-glm-4-6v-flashx-in","providerId":"zai","sku":"GLM-4.6V-FlashX","unit":"usd_per_million_input_tokens","amountUsd":0.04,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.04,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Prices per 1M tokens. Cached input not folded in."},{"id":"zai-glm-4-6v-flashx-out","providerId":"zai","sku":"GLM-4.6V-FlashX","unit":"usd_per_million_output_tokens","amountUsd":0.4,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.4,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"Prices per 1M tokens."},{"id":"zai-glm-4-6v-flashx-cached","providerId":"zai","sku":"GLM-4.6V-FlashX","unit":"usd_per_million_cached_input_tokens","amountUsd":0.004,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.004,"normalizationReason":"cached_input_not_a_single_rate","priceSortEligible":false,"qualifier":"Cached input column."},{"id":"zai-glm-4-5v-in","providerId":"zai","sku":"GLM-4.5V","unit":"usd_per_million_input_tokens","amountUsd":0.6,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.6,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Prices per 1M tokens. Cached input not folded in."},{"id":"zai-glm-4-5v-out","providerId":"zai","sku":"GLM-4.5V","unit":"usd_per_million_output_tokens","amountUsd":1.8,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1.8,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"Prices per 1M tokens."},{"id":"zai-glm-4-5v-cached","providerId":"zai","sku":"GLM-4.5V","unit":"usd_per_million_cached_input_tokens","amountUsd":0.11,"currency":"USD","sourceUrl":"https://docs.z.ai/guides/overview/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.11,"normalizationReason":"cached_input_not_a_single_rate","priceSortEligible":false,"qualifier":"Cached input column."}],"notesExcerpt":"As of 2026-09-14 (docs.z.ai/guides/overview/pricing): International OpenAI-compat api.z.ai. GLM-5.3 / 5.2 / 5.1 $1.40 in / $0.26 cached / $4.40 out per 1M; GLM-5 input $1, cached $0.20, output $3.20; GLM-4.7 input $0.60, cached $0.11, output $2.20; GLM-4.7-FlashX input $0.07, cac…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://z.ai","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"Partial coverage. Providers without a fetched SKU are omitted. See GET /api/pricing."},"decideHint":"/api/decide?jtbd=cheap-volume-llm","human":"/providers/zai","compare":"/compare/chutes-vs-zai"},{"id":"google-ai","slug":"google-ai","name":"Google AI (Gemini)","tagline":"Best value frontier stack and multimodal king. Use Flash for high-volume agent loops; Pro when quality…","website":"https://ai.google.dev","status":"active","overall":8.43,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-10-19","deltaOverallVsSubject":1.14,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["cheap-volume-llm"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"ambiguous","normalizationReason":"input_output_split_not_a_single_rate","shape":"sourced_rows","filterable":false,"priceSortEligible":true,"priceSortKeyUsdPerMillionInputTokens":0.3,"rows":[{"id":"google-gemini-38-flash-input-through-2026-12-31","providerId":"google-ai","sku":"gemini-3.8-flash","unit":"usd_per_million_input_tokens","amountUsd":0.75,"currency":"USD","sourceUrl":"https://ai.google.dev/gemini-api/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.75,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Paid tier standard. Page also lists $1.50 starting 2027-01-01. Sort uses the through-2026-12-31 figure only.","promo":{"label":"Introductory price through 2026-12-31 (page lists the 2027 price alongside)","endsOn":"2026-12-31","listAmountUsd":1.5}},{"id":"google-gemini-38-flash-input-from-2027-01-01","providerId":"google-ai","sku":"gemini-3.8-flash","unit":"usd_per_million_input_tokens","amountUsd":1.5,"currency":"USD","sourceUrl":"https://ai.google.dev/gemini-api/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1.5,"normalizationReason":"scheduled_rate_not_yet_effective","priceSortEligible":false,"qualifier":"starting January 1, 2027"},{"id":"google-gemini-38-flash-output-through-2026-12-31","providerId":"google-ai","sku":"gemini-3.8-flash","unit":"usd_per_million_output_tokens","amountUsd":3.75,"currency":"USD","sourceUrl":"https://ai.google.dev/gemini-api/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":3.75,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"including thinking tokens; through 2026-12-31","promo":{"label":"Introductory price through 2026-12-31 (page lists the 2027 price alongside)","endsOn":"2026-12-31","listAmountUsd":7.5}},{"id":"google-gemini-38-flash-output-from-2027-01-01","providerId":"google-ai","sku":"gemini-3.8-flash","unit":"usd_per_million_output_tokens","amountUsd":7.5,"currency":"USD","sourceUrl":"https://ai.google.dev/gemini-api/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":7.5,"normalizationReason":"scheduled_rate_not_yet_effective","priceSortEligible":false,"qualifier":"starting January 1, 2027"},{"id":"google-gemini-31-pro-input-le-200k","providerId":"google-ai","sku":"gemini-3.1-pro-preview","unit":"usd_per_million_input_tokens","amountUsd":2,"currency":"USD","sourceUrl":"https://ai.google.dev/gemini-api/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":2,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Paid tier standard, prompts <= 200k tokens. >200k is $4.00 and is not the sort key."},{"id":"google-gemini-31-pro-input-gt-200k","providerId":"google-ai","sku":"gemini-3.1-pro-preview","unit":"usd_per_million_input_tokens","amountUsd":4,"currency":"USD","sourceUrl":"https://ai.google.dev/gemini-api/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":4,"normalizationReason":"context_tier_not_a_single_rate","priceSortEligible":false,"qualifier":"prompts > 200k tokens"},{"id":"google-gemini-31-pro-output-le-200k","providerId":"google-ai","sku":"gemini-3.1-pro-preview","unit":"usd_per_million_output_tokens","amountUsd":12,"currency":"USD","sourceUrl":"https://ai.google.dev/gemini-api/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":12,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"prompts <= 200k; includes thinking tokens"},{"id":"google-gemini-31-pro-output-gt-200k","providerId":"google-ai","sku":"gemini-3.1-pro-preview","unit":"usd_per_million_output_tokens","amountUsd":18,"currency":"USD","sourceUrl":"https://ai.google.dev/gemini-api/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":18,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"prompts > 200k"},{"id":"google-gemini-3-flash-input-text","providerId":"google-ai","sku":"gemini-3-flash-preview","unit":"usd_per_million_input_tokens","amountUsd":0.5,"currency":"USD","sourceUrl":"https://ai.google.dev/gemini-api/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.5,"normalizationReason":null,"priceSortEligible":true,"qualifier":"text/image/video input. Audio input is $1.00 and was not blended."},{"id":"google-gemini-3-flash-input-audio","providerId":"google-ai","sku":"gemini-3-flash-preview","unit":"usd_per_million_input_tokens","amountUsd":1,"currency":"USD","sourceUrl":"https://ai.google.dev/gemini-api/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1,"normalizationReason":"modality_split_not_blended","priceSortEligible":false,"qualifier":"audio input"},{"id":"google-gemini-3-flash-output","providerId":"google-ai","sku":"gemini-3-flash-preview","unit":"usd_per_million_output_tokens","amountUsd":3,"currency":"USD","sourceUrl":"https://ai.google.dev/gemini-api/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":3,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"output including thinking tokens"},{"id":"google-gemini-25-pro-input-le-200k","providerId":"google-ai","sku":"gemini-2.5-pro","unit":"usd_per_million_input_tokens","amountUsd":1.25,"currency":"USD","sourceUrl":"https://ai.google.dev/gemini-api/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1.25,"normalizationReason":null,"priceSortEligible":true,"qualifier":"prompts <= 200k. >200k is $2.50"},{"id":"google-gemini-25-pro-input-gt-200k","providerId":"google-ai","sku":"gemini-2.5-pro","unit":"usd_per_million_input_tokens","amountUsd":2.5,"currency":"USD","sourceUrl":"https://ai.google.dev/gemini-api/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":2.5,"normalizationReason":"context_tier_not_a_single_rate","priceSortEligible":false,"qualifier":"prompts > 200k"},{"id":"google-gemini-25-pro-output-le-200k","providerId":"google-ai","sku":"gemini-2.5-pro","unit":"usd_per_million_output_tokens","amountUsd":10,"currency":"USD","sourceUrl":"https://ai.google.dev/gemini-api/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":10,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"prompts <= 200k"},{"id":"google-gemini-25-pro-output-gt-200k","providerId":"google-ai","sku":"gemini-2.5-pro","unit":"usd_per_million_output_tokens","amountUsd":15,"currency":"USD","sourceUrl":"https://ai.google.dev/gemini-api/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":15,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"prompts > 200k"},{"id":"google-gemini-35-flash-lite-input","providerId":"google-ai","sku":"gemini-3.5-flash-lite","unit":"usd_per_million_input_tokens","amountUsd":0.3,"currency":"USD","sourceUrl":"https://ai.google.dev/gemini-api/docs/pricing","asOf":"2026-10-21","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.3,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Standard tier, paid, text/image/video/audio input."},{"id":"google-gemini-35-flash-lite-output","providerId":"google-ai","sku":"gemini-3.5-flash-lite","unit":"usd_per_million_output_tokens","amountUsd":2.5,"currency":"USD","sourceUrl":"https://ai.google.dev/gemini-api/docs/pricing","asOf":"2026-10-21","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":2.5,"normalizationReason":null,"priceSortEligible":false,"qualifier":"Standard tier, paid, output including thinking tokens."},{"id":"google-gemini-35-flash-lite-batch-input","providerId":"google-ai","sku":"gemini-3.5-flash-lite (Batch)","unit":"usd_per_million_input_tokens","amountUsd":0.15,"currency":"USD","sourceUrl":"https://ai.google.dev/gemini-api/docs/pricing","asOf":"2026-10-21","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.15,"normalizationReason":null,"priceSortEligible":false,"qualifier":"Batch tier (asynchronous), paid input. Not sorted against standard on-demand rows."},{"id":"google-gemini-35-flash-lite-batch-output","providerId":"google-ai","sku":"gemini-3.5-flash-lite (Batch)","unit":"usd_per_million_output_tokens","amountUsd":1.25,"currency":"USD","sourceUrl":"https://ai.google.dev/gemini-api/docs/pricing","asOf":"2026-10-21","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1.25,"normalizationReason":null,"priceSortEligible":false,"qualifier":"Batch tier, paid output."}],"notesExcerpt":"Gemini 3.x Pro often ~$2/$12 under 200K; Flash tiers much cheaper. 1M context. Vertex for enterprise. Batch half-price common.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-10-19","scoreAsOf":"2026-10-19","website":"https://ai.google.dev","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"Partial coverage. Providers without a fetched SKU are omitted. See GET /api/pricing."},"decideHint":"/api/decide?jtbd=cheap-volume-llm","human":"/providers/google-ai","compare":"/compare/chutes-vs-google-ai"},{"id":"runpod","slug":"runpod","name":"RunPod","tagline":"Depot default for self-serve GPUs. Secure Cloud for anything customer-facing; Community/spot for batch.","website":"https://www.runpod.io","status":"active","overall":8.32,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-10-19","deltaOverallVsSubject":1.03,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["serverless-gpu"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unit_mismatch","normalizationReason":"unit_mismatch","shape":"sourced_rows","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[{"id":"runpod-pod-h100-sxm-secure","providerId":"runpod","sku":"H100 SXM Pod (Secure Cloud)","unit":"usd_per_gpu_hour","amountUsd":3.99,"currency":"USD","sourceUrl":"https://www.runpod.io/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand Pod, Secure Cloud, per GPU per hour (page default view). Not converted to $/1M."},{"id":"runpod-pod-h100-sxm-community","providerId":"runpod","sku":"H100 SXM Pod (Community Cloud)","unit":"usd_per_gpu_hour","amountUsd":2.69,"currency":"USD","sourceUrl":"https://www.runpod.io/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand Pod, Community Cloud (third-party hosts), per GPU per hour. Not converted to $/1M."},{"id":"runpod-pod-h200-secure","providerId":"runpod","sku":"H200 Pod (Secure Cloud)","unit":"usd_per_gpu_hour","amountUsd":5.29,"currency":"USD","sourceUrl":"https://www.runpod.io/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand Pod, Secure Cloud, per GPU per hour (page default view). Not converted to $/1M."},{"id":"runpod-pod-h200-community","providerId":"runpod","sku":"H200 Pod (Community Cloud)","unit":"usd_per_gpu_hour","amountUsd":3.59,"currency":"USD","sourceUrl":"https://www.runpod.io/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand Pod, Community Cloud (third-party hosts), per GPU per hour. Not converted to $/1M."},{"id":"runpod-pod-b200-secure","providerId":"runpod","sku":"B200 Pod (Secure Cloud)","unit":"usd_per_gpu_hour","amountUsd":7.99,"currency":"USD","sourceUrl":"https://www.runpod.io/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand Pod, Secure Cloud, per GPU per hour (page default view). Not converted to $/1M."},{"id":"runpod-pod-b200-community","providerId":"runpod","sku":"B200 Pod (Community Cloud)","unit":"usd_per_gpu_hour","amountUsd":5.98,"currency":"USD","sourceUrl":"https://www.runpod.io/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand Pod, Community Cloud (third-party hosts), per GPU per hour. Not converted to $/1M."},{"id":"runpod-pod-a100-sxm-secure","providerId":"runpod","sku":"A100 SXM Pod (Secure Cloud)","unit":"usd_per_gpu_hour","amountUsd":1.79,"currency":"USD","sourceUrl":"https://www.runpod.io/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand Pod, Secure Cloud, per GPU per hour (page default view). Not converted to $/1M."},{"id":"runpod-pod-a100-sxm-community","providerId":"runpod","sku":"A100 SXM Pod (Community Cloud)","unit":"usd_per_gpu_hour","amountUsd":1.39,"currency":"USD","sourceUrl":"https://www.runpod.io/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand Pod, Community Cloud (third-party hosts), per GPU per hour. Not converted to $/1M."},{"id":"runpod-pod-l40s-secure","providerId":"runpod","sku":"L40S Pod (Secure Cloud)","unit":"usd_per_gpu_hour","amountUsd":1.09,"currency":"USD","sourceUrl":"https://www.runpod.io/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand Pod, Secure Cloud, per GPU per hour (page default view). Not converted to $/1M."},{"id":"runpod-pod-l40s-community","providerId":"runpod","sku":"L40S Pod (Community Cloud)","unit":"usd_per_gpu_hour","amountUsd":0.79,"currency":"USD","sourceUrl":"https://www.runpod.io/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand Pod, Community Cloud (third-party hosts), per GPU per hour. Not converted to $/1M."},{"id":"runpod-pod-rtx-4090-secure","providerId":"runpod","sku":"RTX 4090 Pod (Secure Cloud)","unit":"usd_per_gpu_hour","amountUsd":0.89,"currency":"USD","sourceUrl":"https://www.runpod.io/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand Pod, Secure Cloud, per GPU per hour (page default view). Not converted to $/1M."},{"id":"runpod-pod-rtx-4090-community","providerId":"runpod","sku":"RTX 4090 Pod (Community Cloud)","unit":"usd_per_gpu_hour","amountUsd":0.34,"currency":"USD","sourceUrl":"https://www.runpod.io/pricing","asOf":"2026-10-19","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand Pod, Community Cloud (third-party hosts), per GPU per hour. Not converted to $/1M."}],"notesExcerpt":"Secure Cloud + Community Cloud; serverless per-second; H100 often ~$2–3+/hr depending tier; spot cheaper.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-10-19","scoreAsOf":"2026-10-19","website":"https://www.runpod.io","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"Partial coverage. Providers without a fetched SKU are omitted. See GET /api/pricing."},"decideHint":"/api/decide?jtbd=serverless-gpu","human":"/providers/runpod","compare":"/compare/chutes-vs-runpod"},{"id":"verda","slug":"verda","name":"Verda","tagline":"Top EU list-price neocloud peer to Nebius. Prefer Nebius Depot default for global neocloud; Verda when EU…","website":"https://verda.com","status":"active","overall":8.23,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":0.94,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["on-device-edge-batch"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unit_mismatch","normalizationReason":"unit_mismatch","shape":"sourced_rows","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[{"id":"verda-gpu-b200","providerId":"verda","sku":"1x B200 SXM6 180GB","unit":"usd_per_gpu_hour","amountUsd":8.608,"currency":"USD","sourceUrl":"https://verda.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand 1x GPU instance, USD view, price per hour. Spot (about half) not stored."},{"id":"verda-gpu-h200","providerId":"verda","sku":"1x H200 SXM5 141GB","unit":"usd_per_gpu_hour","amountUsd":6.066,"currency":"USD","sourceUrl":"https://verda.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand 1x GPU instance, USD view, price per hour. Spot (about half) not stored."},{"id":"verda-gpu-h100","providerId":"verda","sku":"1x H100 SXM5 80GB","unit":"usd_per_gpu_hour","amountUsd":4.652,"currency":"USD","sourceUrl":"https://verda.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand 1x GPU instance, USD view, price per hour. Spot (about half) not stored."},{"id":"verda-gpu-a100-80gb","providerId":"verda","sku":"1x A100 SXM4 80GB","unit":"usd_per_gpu_hour","amountUsd":2.182,"currency":"USD","sourceUrl":"https://verda.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand 1x GPU instance, USD view, price per hour. Spot (about half) not stored."},{"id":"verda-gpu-l40s","providerId":"verda","sku":"1x L40S 48GB","unit":"usd_per_gpu_hour","amountUsd":1.845,"currency":"USD","sourceUrl":"https://verda.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_hour","priceSortEligible":false,"qualifier":"On-demand 1x GPU instance, USD view, price per hour. Spot (about half) not stored."}],"notesExcerpt":"As of 2026-10-27 (verda.com/pricing, formerly DataCrunch; fetched twice 2026-10-27, USD view; the page also has a € EUR view): On-demand 1x GPU instance per hour (stored rows): B200 $8.608, H200 $6.066, H100 SXM5 $4.652, A100 80GB $2.182, L40S $1.845; also listed, not stored: B30…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://verda.com","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"Partial coverage. Providers without a fetched SKU are omitted. See GET /api/pricing."},"decideHint":"/api/decide?jtbd=on-device-edge-batch","human":"/providers/verda","compare":"/compare/chutes-vs-verda"},{"id":"koyeb","slug":"koyeb","name":"Koyeb","tagline":"Serverless GPU/app peer for EU-friendly deploys. Depot neocloud pick stays Nebius; interruptible Salad…","website":"https://www.koyeb.com","status":"active","overall":8.12,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":0.83,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["serverless-gpu"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unavailable","normalizationReason":"no_sourced_price","shape":"prose_notes_only","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[],"notesExcerpt":"As of 2026-09-14 (koyeb.com/pricing): Per-second serverless. GPUs: RTX-4000 $0.50; L4 $0.70; A6000 $0.75; L40S $1.20; A100 $1.60; A100 SXM $2.15; H100 **$2.50**; H200 $3.00; B200 $5.50 (multi-GPU SKUs listed). Pro $29/mo +compute ($10 included); Scale $299; Enterprise custom. Pos…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://www.koyeb.com","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"No sourced price row for this provider. pricingNotes stay prose. See research/gaps.md."},"decideHint":"/api/decide?jtbd=serverless-gpu","human":"/providers/koyeb","compare":"/compare/chutes-vs-koyeb"}],"rankContract":{"style":"editorial_weighted","notAnElo":true,"note":"deltaOverallVsSubject is Depot overall (0–10) minus the subject. It is not Arena Elo and not an Artificial Analysis index."},"freshness":{"scoreAsOfMin":"2026-09-14","scoreAsOfMax":"2026-10-19","contractAsOf":"2026-10-03"},"honesty":["Alternatives are other catalog providers that share a JTBD as pick or runner-up. If fewer than three exist, same-category active providers fill the list and are labeled same_category.","Overall deltas are catalog scores. kind=curated_estimate is not a lab measurement.","Pricing rows are sourced or explicitly null. Do not parse pricingNotes. A single normalized USD figure is set only for a provider with exactly one token row."],"links":{"human":"/alternatives/chutes","machine":"/api/alternatives?provider=chutes","provider":"/api/providers/chutes","canonical":"/api/canonical"}}