{"subject":{"id":"deepinfra","slug":"deepinfra","name":"DeepInfra","tagline":"Budget open-model workhorse and one of the cheapest large-catalog hosts. 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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","budget-open-inference"],"alternatives":[{"id":"fireworks","slug":"fireworks","name":"Fireworks AI","tagline":"Top pick for production open-model serving with real DX. 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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/deepinfra-vs-fireworks"},{"id":"chutes","slug":"chutes","name":"Chutes","tagline":"Budget open-model overflow with a now-pinned public TEE matrix. 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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. 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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. 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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. 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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."},"decideHint":"/api/decide?jtbd=cheap-volume-llm","human":"/providers/chutes","compare":"/compare/deepinfra-vs-chutes"},{"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":0.25,"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). 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Kept for history, never ranked.","sourceStatusCheckedOn":"2026-10-19"},{"id":"minimax-minimax-m2-5-highspeed-in","providerId":"minimax","sku":"MiniMax-M2.5-highspeed","unit":"usd_per_million_input_tokens","amountUsd":0.6,"currency":"USD","sourceUrl":"https://platform.minimax.io/docs/guides/pricing-paygo","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.6,"normalizationReason":"legacy_sku_not_current_matrix","priceSortEligible":false,"qualifier":"Legacy Models section. Not the sort key.","sourceStatus":"unverified","sourceStatusReason":"model_not_on_source_page: on 2026-10-19 the LLM table of the official pay-as-you-go pricing (pricing-paygo.md) lists only MiniMax-M3.1-Flash and MiniMax-M3 (standard and priority). \"MiniMax M2.1\" appears only as a footer research link, which is why the static check matched. 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Kept for history, never ranked.","sourceStatusCheckedOn":"2026-10-19"},{"id":"minimax-minimax-m2-in","providerId":"minimax","sku":"MiniMax-M2","unit":"usd_per_million_input_tokens","amountUsd":0.3,"currency":"USD","sourceUrl":"https://platform.minimax.io/docs/guides/pricing-paygo","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.3,"normalizationReason":"legacy_sku_not_current_matrix","priceSortEligible":false,"qualifier":"Legacy Models section. Not the sort key.","sourceStatus":"unverified","sourceStatusReason":"model_not_on_source_page: on 2026-10-19 the LLM table of the official pay-as-you-go pricing (pricing-paygo.md) lists only MiniMax-M3.1-Flash and MiniMax-M3 (standard and priority). \"MiniMax M2.1\" appears only as a footer research link, which is why the static check matched. 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Kept for history, never ranked.","sourceStatusCheckedOn":"2026-10-19"},{"id":"minimax-minimax-m2-write","providerId":"minimax","sku":"MiniMax-M2","unit":"usd_per_million_cache_write_tokens","amountUsd":0.375,"currency":"USD","sourceUrl":"https://platform.minimax.io/docs/guides/pricing-paygo","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.375,"normalizationReason":"cache_write_not_a_single_rate","priceSortEligible":false,"qualifier":"Legacy prompt caching write.","sourceStatus":"unverified","sourceStatusReason":"model_not_on_source_page: on 2026-10-19 the LLM table of the official pay-as-you-go pricing (pricing-paygo.md) lists only MiniMax-M3.1-Flash and MiniMax-M3 (standard and priority). \"MiniMax M2.1\" appears only as a footer research link, which is why the static check matched. Kept for history, never ranked.","sourceStatusCheckedOn":"2026-10-19"},{"id":"minimax-speech-to-text-usd-per-hour","providerId":"minimax","sku":"Speech-to-Text","unit":"usd_per_hour","amountUsd":0.38,"currency":"USD","sourceUrl":"https://platform.minimax.io/docs/guides/pricing-paygo","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_hour","priceSortEligible":false,"qualifier":"ASR $0.38 / hour. Not coerced to tokens."},{"id":"minimax-speech-2-8-hd-usd-per-million-characters","providerId":"minimax","sku":"speech-2.8-hd","unit":"usd_per_million_characters","amountUsd":100,"currency":"USD","sourceUrl":"https://platform.minimax.io/docs/guides/pricing-paygo","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_million_characters","priceSortEligible":false,"qualifier":"T2A sync and async. 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Prompt caching read."},{"id":"minimax-minimax-m3-in","providerId":"minimax","sku":"MiniMax-M3","unit":"usd_per_million_input_tokens","amountUsd":0.3,"currency":"USD","sourceUrl":"https://platform.minimax.io/docs/guides/pricing-paygo.md","asOf":"2026-10-19","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.3,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Pay-as-you-go, USD per 1M tokens, from the LLM table of the official pricing page (Markdown twin). Standard tier, prompts <= 512k input tokens. Input."},{"id":"minimax-minimax-m3-out","providerId":"minimax","sku":"MiniMax-M3","unit":"usd_per_million_output_tokens","amountUsd":1.2,"currency":"USD","sourceUrl":"https://platform.minimax.io/docs/guides/pricing-paygo.md","asOf":"2026-10-19","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1.2,"normalizationReason":null,"priceSortEligible":false,"qualifier":"Pay-as-you-go, USD per 1M tokens, from the LLM table of the official pricing page (Markdown twin). Standard tier, prompts <= 512k input tokens. Output."},{"id":"minimax-minimax-m3-cached","providerId":"minimax","sku":"MiniMax-M3","unit":"usd_per_million_cached_input_tokens","amountUsd":0.06,"currency":"USD","sourceUrl":"https://platform.minimax.io/docs/guides/pricing-paygo.md","asOf":"2026-10-19","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.06,"normalizationReason":null,"priceSortEligible":false,"qualifier":"Pay-as-you-go, USD per 1M tokens, from the LLM table of the official pricing page (Markdown twin). Standard tier, <= 512k. Prompt caching read."},{"id":"minimax-minimax-m3-gt-512k-in","providerId":"minimax","sku":"MiniMax-M3","unit":"usd_per_million_input_tokens","amountUsd":0.6,"currency":"USD","sourceUrl":"https://platform.minimax.io/docs/guides/pricing-paygo.md","asOf":"2026-10-19","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.6,"normalizationReason":null,"priceSortEligible":false,"qualifier":"Pay-as-you-go, USD per 1M tokens, from the LLM table of the official pricing page (Markdown twin). Standard tier, prompts > 512k input tokens. Input. Not used for sorting (conditional tier)."},{"id":"minimax-minimax-m3-gt-512k-out","providerId":"minimax","sku":"MiniMax-M3","unit":"usd_per_million_output_tokens","amountUsd":2.4,"currency":"USD","sourceUrl":"https://platform.minimax.io/docs/guides/pricing-paygo.md","asOf":"2026-10-19","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":2.4,"normalizationReason":null,"priceSortEligible":false,"qualifier":"Pay-as-you-go, USD per 1M tokens, from the LLM table of the official pricing page (Markdown twin). Standard tier, prompts > 512k input tokens. Output."},{"id":"minimax-minimax-m3-priority-in","providerId":"minimax","sku":"MiniMax-M3","unit":"usd_per_million_input_tokens","amountUsd":0.45,"currency":"USD","sourceUrl":"https://platform.minimax.io/docs/guides/pricing-paygo.md","asOf":"2026-10-19","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.45,"normalizationReason":null,"priceSortEligible":false,"qualifier":"Pay-as-you-go, USD per 1M tokens, from the LLM table of the official pricing page (Markdown twin). Priority tier (service_tier=priority; page says 1.5x standard), <= 512k. Input. Not used for sorting."},{"id":"minimax-minimax-m3-priority-out","providerId":"minimax","sku":"MiniMax-M3","unit":"usd_per_million_output_tokens","amountUsd":1.8,"currency":"USD","sourceUrl":"https://platform.minimax.io/docs/guides/pricing-paygo.md","asOf":"2026-10-19","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1.8,"normalizationReason":null,"priceSortEligible":false,"qualifier":"Pay-as-you-go, USD per 1M tokens, from the LLM table of the official pricing page (Markdown twin). Priority tier, <= 512k. Output."}],"notesExcerpt":"As of 2026-09-14 (platform.minimax.io/docs/guides/pricing-paygo): International api.minimax.io (OpenAI + Anthropic-compat). MiniMax-M3 ≤512k: list $0.60/$2.40 → permanent 50% off $0.30/$1.20 per 1M (cache read $0.06); >512k $0.60/$2.40 after promo. Priority tier 1.5×. M2.7 $0.30/…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://www.minimax.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=budget-open-inference","human":"/providers/minimax","compare":"/compare/deepinfra-vs-minimax"},{"id":"novita","slug":"novita","name":"Novita AI","tagline":"Budget open-model host with a pinned official matrix — strong DeepInfra/SiliconFlow peer. Prefer…","website":"https://novita.ai","status":"active","overall":7.42,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":-0.53,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["budget-open-inference"],"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 (novita.ai/model-api/pricing official): Full public token matrix — e.g. GPT-OSS-120B $0.05/$0.25 per 1M; DeepSeek V3.2 $0.269/$0.40; Llama 3.3 70B $0.135/$0.40; Qwen3 Coder 30B $0.07/$0.27; batch inference 50% intro discount. Also GPU instances + Agent Sandbox un…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://novita.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":"No sourced price row for this provider. pricingNotes stay prose. See research/gaps.md."},"decideHint":"/api/decide?jtbd=budget-open-inference","human":"/providers/novita","compare":"/compare/deepinfra-vs-novita"}],"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/deepinfra","machine":"/api/alternatives?provider=deepinfra","provider":"/api/providers/deepinfra","canonical":"/api/canonical"}}