{"subject":{"id":"mistral","slug":"mistral","name":"Mistral AI","tagline":"Default EU-friendly LLM vendor. Pair with Mistral-hosted or self-host open weights when sovereignty matters.","website":"https://mistral.ai","status":"active","overall":8.05,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","lastReviewed":"2026-09-14","categoryIds":["cat-inference-apis"],"regions":["eu","global"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"ambiguous","normalizationReason":"input_output_split_not_a_single_rate","shape":"sourced_rows","filterable":false,"priceSortEligible":true,"priceSortKeyUsdPerMillionInputTokens":0.5,"rows":[{"id":"mistral-large-input-faq","providerId":"mistral","sku":"Mistral Large","unit":"usd_per_million_input_tokens","amountUsd":0.5,"currency":"USD","sourceUrl":"https://mistral.ai/pricing/","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.5,"normalizationReason":null,"priceSortEligible":true,"qualifier":"FAQ example on the pricing page, not a full model matrix. Other models were not guessed."},{"id":"mistral-large-output-faq","providerId":"mistral","sku":"Mistral Large","unit":"usd_per_million_output_tokens","amountUsd":1.5,"currency":"USD","sourceUrl":"https://mistral.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":"FAQ example"}],"notesExcerpt":"La Plateforme API; mix of open and commercial models; EU-friendly positioning; competitive mid-tier pricing.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://mistral.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":["coding-agent","cheap-volume-llm","eu-sovereign-llm","diff-aware-pr-review"],"alternatives":[{"id":"anthropic","slug":"anthropic","name":"Anthropic","tagline":"Depot default for serious coding and production agents. Prefer Sonnet for cost/quality; reserve Opus for hard…","website":"https://www.anthropic.com","status":"active","overall":8.42,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-10-19","deltaOverallVsSubject":0.37,"roles":["same_jtbd_pick"],"sharedJtbdSlugs":["coding-agent","diff-aware-pr-review"],"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":"anthropic-fable-51-input","providerId":"anthropic","sku":"Fable 5.1","unit":"usd_per_million_input_tokens","amountUsd":10,"currency":"USD","sourceUrl":"https://claude.com/pricing","asOf":"2026-10-27","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":10,"normalizationReason":null,"priceSortEligible":true,"qualifier":"standard input; cache read/write on the same card were not folded in"},{"id":"anthropic-fable-51-output","providerId":"anthropic","sku":"Fable 5.1","unit":"usd_per_million_output_tokens","amountUsd":50,"currency":"USD","sourceUrl":"https://claude.com/pricing","asOf":"2026-10-27","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":50,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"standard output"},{"id":"anthropic-opus-55-input","providerId":"anthropic","sku":"Opus 5.5","unit":"usd_per_million_input_tokens","amountUsd":4,"currency":"USD","sourceUrl":"https://claude.com/pricing","asOf":"2026-10-27","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":4,"normalizationReason":null,"priceSortEligible":true,"qualifier":"standard input; cache read/write on the same card were not folded in"},{"id":"anthropic-opus-55-output","providerId":"anthropic","sku":"Opus 5.5","unit":"usd_per_million_output_tokens","amountUsd":20,"currency":"USD","sourceUrl":"https://claude.com/pricing","asOf":"2026-10-27","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":20,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"standard output"},{"id":"anthropic-sonnet-55-input","providerId":"anthropic","sku":"Sonnet 5.5","unit":"usd_per_million_input_tokens","amountUsd":2,"currency":"USD","sourceUrl":"https://claude.com/pricing","asOf":"2026-10-27","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":2,"normalizationReason":null,"priceSortEligible":true,"qualifier":"standard input; cache read/write on the same card were not folded in"},{"id":"anthropic-sonnet-55-output","providerId":"anthropic","sku":"Sonnet 5.5","unit":"usd_per_million_output_tokens","amountUsd":10,"currency":"USD","sourceUrl":"https://claude.com/pricing","asOf":"2026-10-27","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":10,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"standard output"},{"id":"anthropic-haiku-45-input","providerId":"anthropic","sku":"Haiku 4.5","unit":"usd_per_million_input_tokens","amountUsd":1,"currency":"USD","sourceUrl":"https://claude.com/pricing","asOf":"2026-10-27","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1,"normalizationReason":null,"priceSortEligible":true,"qualifier":"standard input; cache read/write on the same card were not folded in","lifecycle":"legacy","lifecycleSourceUrl":"https://platform.claude.com/docs/en/about-claude/models/overview","lifecycleAsOf":"2026-10-21"},{"id":"anthropic-haiku-45-output","providerId":"anthropic","sku":"Haiku 4.5","unit":"usd_per_million_output_tokens","amountUsd":5,"currency":"USD","sourceUrl":"https://claude.com/pricing","asOf":"2026-10-27","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":5,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"standard output","lifecycle":"legacy","lifecycleSourceUrl":"https://platform.claude.com/docs/en/about-claude/models/overview","lifecycleAsOf":"2026-10-21"},{"id":"anthropic-web-search","providerId":"anthropic","sku":"Web search","unit":"usd_per_1k_searches","amountUsd":10,"currency":"USD","sourceUrl":"https://claude.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_1k_searches","priceSortEligible":false,"qualifier":"page says does not include input and output tokens"},{"id":"anthropic-code-exec-hour","providerId":"anthropic","sku":"Code execution additional hours","unit":"usd_per_hour","amountUsd":0.05,"currency":"USD","sourceUrl":"https://claude.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_hour","priceSortEligible":false,"qualifier":"per hour per container"},{"id":"anthropic-managed-agents-session-hour","providerId":"anthropic","sku":"Managed Agents session runtime","unit":"usd_per_session_hour","amountUsd":0.08,"currency":"USD","sourceUrl":"https://claude.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_session_hour","priceSortEligible":false,"qualifier":"Managed Agents card ('$0.08 per session-hour for active runtime'; 'Standard token rates apply.'), added 2026-10-27 (v0.12.149) as a reviewed addition. The platform pricing docs table says 'Session runtime $0.08 USD per session-hour', metered on 'running status duration' ('Runtime is measured to the millisecond and accrues only while the session's status is running'). Token usage is billed separately at standard rates and is not included. Not coerced to per-hour, per-container-hour or to $/1M; never blended with anthropic-code-exec-hour."},{"id":"anthropic-haiku-55-input-le-100k","providerId":"anthropic","sku":"Haiku 5.5 (prompts up to 100K tokens)","unit":"usd_per_million_input_tokens","amountUsd":0.1,"currency":"USD","sourceUrl":"https://platform.claude.com/docs/en/about-claude/pricing","asOf":"2026-10-27","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.1,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Base input, prompts up to 100,000 tokens (docs pricing table). Cache write 5m $0.125, cache hit $0.01 not folded in. The claude.com/pricing card agrees as of 2026-10-27 (the 2026-10-21 card/docs mismatch is resolved)."},{"id":"anthropic-haiku-55-output-le-100k","providerId":"anthropic","sku":"Haiku 5.5 (prompts up to 100K tokens)","unit":"usd_per_million_output_tokens","amountUsd":0.5,"currency":"USD","sourceUrl":"https://platform.claude.com/docs/en/about-claude/pricing","asOf":"2026-10-27","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.5,"normalizationReason":null,"priceSortEligible":false,"qualifier":"Output, prompts up to 100,000 tokens (docs pricing table)."},{"id":"anthropic-haiku-55-input-gt-100k","providerId":"anthropic","sku":"Haiku 5.5 (prompts over 100K tokens)","unit":"usd_per_million_input_tokens","amountUsd":0.5,"currency":"USD","sourceUrl":"https://platform.claude.com/docs/en/about-claude/pricing","asOf":"2026-10-27","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.5,"normalizationReason":null,"priceSortEligible":false,"qualifier":"Base input, prompts over 100,000 tokens (whole request priced at this rate, including cache reads/writes in the count). Cache write 5m $0.625, cache hit $0.05 not folded in."},{"id":"anthropic-haiku-55-output-gt-100k","providerId":"anthropic","sku":"Haiku 5.5 (prompts over 100K tokens)","unit":"usd_per_million_output_tokens","amountUsd":2.5,"currency":"USD","sourceUrl":"https://platform.claude.com/docs/en/about-claude/pricing","asOf":"2026-10-27","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":2.5,"normalizationReason":null,"priceSortEligible":false,"qualifier":"Output, prompts over 100,000 tokens."}],"notesExcerpt":"Sonnet 5 ~$2/$10 per 1M; Opus ~$5/$25; Haiku 4.5 ~$1/$5; Fable higher. Prompt caching + batch. Managed Agents session-hour fees. US-only inference ~1.1x.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-10-19","scoreAsOf":"2026-10-19","website":"https://www.anthropic.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=coding-agent","human":"/providers/anthropic","compare":"/compare/mistral-vs-anthropic"},{"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":0.3,"roles":["same_jtbd_pick"],"sharedJtbdSlugs":["cheap-volume-llm"],"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/mistral-vs-fireworks"},{"id":"deepseek","slug":"deepseek","name":"DeepSeek","tagline":"Unbeatable $/quality for many workloads — if your compliance team allows it. Otherwise host similar open…","website":"https://www.deepseek.com","status":"active","overall":7.95,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":-0.1,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["coding-agent","cheap-volume-llm","diff-aware-pr-review"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"ambiguous","normalizationReason":"input_output_split_not_a_single_rate","shape":"sourced_rows","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[{"id":"deepseek-deepseek-flash-cache_hit_offpeak_input","providerId":"deepseek","sku":"deepseek-flash","unit":"usd_per_million_cached_input_tokens","amountUsd":0.003,"currency":"USD","sourceUrl":"https://api-docs.deepseek.com/quick_start/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.003,"normalizationReason":"peak_offpeak_not_a_single_rate","priceSortEligible":false,"qualifier":"cache_hit_offpeak_input. Two-column table (flash | v4-pro). Page says off-peak is half of peak; peak hours 01:00-04:00 and 06:00-10:00 UTC Mon-Fri. Not collapsed."},{"id":"deepseek-deepseek-v4-pro-cache_hit_offpeak_input","providerId":"deepseek","sku":"deepseek-v4-pro","unit":"usd_per_million_cached_input_tokens","amountUsd":0.022,"currency":"USD","sourceUrl":"https://api-docs.deepseek.com/quick_start/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.022,"normalizationReason":"peak_offpeak_not_a_single_rate","priceSortEligible":false,"qualifier":"cache_hit_offpeak_input. Two-column table (flash | v4-pro). Page says off-peak is half of peak; peak hours 01:00-04:00 and 06:00-10:00 UTC Mon-Fri. Not collapsed."},{"id":"deepseek-deepseek-flash-cache_hit_peak_input","providerId":"deepseek","sku":"deepseek-flash","unit":"usd_per_million_cached_input_tokens","amountUsd":0.006,"currency":"USD","sourceUrl":"https://api-docs.deepseek.com/quick_start/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.006,"normalizationReason":"peak_offpeak_not_a_single_rate","priceSortEligible":false,"qualifier":"cache_hit_peak_input. Two-column table (flash | v4-pro). Page says off-peak is half of peak; peak hours 01:00-04:00 and 06:00-10:00 UTC Mon-Fri. Not collapsed."},{"id":"deepseek-deepseek-v4-pro-cache_hit_peak_input","providerId":"deepseek","sku":"deepseek-v4-pro","unit":"usd_per_million_cached_input_tokens","amountUsd":0.044,"currency":"USD","sourceUrl":"https://api-docs.deepseek.com/quick_start/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.044,"normalizationReason":"peak_offpeak_not_a_single_rate","priceSortEligible":false,"qualifier":"cache_hit_peak_input. Two-column table (flash | v4-pro). Page says off-peak is half of peak; peak hours 01:00-04:00 and 06:00-10:00 UTC Mon-Fri. Not collapsed."},{"id":"deepseek-deepseek-flash-cache_miss_offpeak_input","providerId":"deepseek","sku":"deepseek-flash","unit":"usd_per_million_input_tokens","amountUsd":0.15,"currency":"USD","sourceUrl":"https://api-docs.deepseek.com/quick_start/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.15,"normalizationReason":"peak_offpeak_not_a_single_rate","priceSortEligible":false,"qualifier":"cache_miss_offpeak_input. Two-column table (flash | v4-pro). Page says off-peak is half of peak; peak hours 01:00-04:00 and 06:00-10:00 UTC Mon-Fri. Not collapsed."},{"id":"deepseek-deepseek-v4-pro-cache_miss_offpeak_input","providerId":"deepseek","sku":"deepseek-v4-pro","unit":"usd_per_million_input_tokens","amountUsd":0.66,"currency":"USD","sourceUrl":"https://api-docs.deepseek.com/quick_start/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.66,"normalizationReason":"peak_offpeak_not_a_single_rate","priceSortEligible":false,"qualifier":"cache_miss_offpeak_input. Two-column table (flash | v4-pro). Page says off-peak is half of peak; peak hours 01:00-04:00 and 06:00-10:00 UTC Mon-Fri. Not collapsed."},{"id":"deepseek-deepseek-flash-cache_miss_peak_input","providerId":"deepseek","sku":"deepseek-flash","unit":"usd_per_million_input_tokens","amountUsd":0.3,"currency":"USD","sourceUrl":"https://api-docs.deepseek.com/quick_start/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.3,"normalizationReason":"peak_offpeak_not_a_single_rate","priceSortEligible":false,"qualifier":"cache_miss_peak_input. Two-column table (flash | v4-pro). Page says off-peak is half of peak; peak hours 01:00-04:00 and 06:00-10:00 UTC Mon-Fri. Not collapsed."},{"id":"deepseek-deepseek-v4-pro-cache_miss_peak_input","providerId":"deepseek","sku":"deepseek-v4-pro","unit":"usd_per_million_input_tokens","amountUsd":1.32,"currency":"USD","sourceUrl":"https://api-docs.deepseek.com/quick_start/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1.32,"normalizationReason":"peak_offpeak_not_a_single_rate","priceSortEligible":false,"qualifier":"cache_miss_peak_input. Two-column table (flash | v4-pro). Page says off-peak is half of peak; peak hours 01:00-04:00 and 06:00-10:00 UTC Mon-Fri. Not collapsed."},{"id":"deepseek-deepseek-flash-offpeak_output","providerId":"deepseek","sku":"deepseek-flash","unit":"usd_per_million_output_tokens","amountUsd":0.6,"currency":"USD","sourceUrl":"https://api-docs.deepseek.com/quick_start/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.6,"normalizationReason":"peak_offpeak_not_a_single_rate","priceSortEligible":false,"qualifier":"offpeak_output. Two-column table (flash | v4-pro). Page says off-peak is half of peak; peak hours 01:00-04:00 and 06:00-10:00 UTC Mon-Fri. Not collapsed."},{"id":"deepseek-deepseek-v4-pro-offpeak_output","providerId":"deepseek","sku":"deepseek-v4-pro","unit":"usd_per_million_output_tokens","amountUsd":1.98,"currency":"USD","sourceUrl":"https://api-docs.deepseek.com/quick_start/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1.98,"normalizationReason":"peak_offpeak_not_a_single_rate","priceSortEligible":false,"qualifier":"offpeak_output. Two-column table (flash | v4-pro). Page says off-peak is half of peak; peak hours 01:00-04:00 and 06:00-10:00 UTC Mon-Fri. Not collapsed."},{"id":"deepseek-deepseek-flash-peak_output","providerId":"deepseek","sku":"deepseek-flash","unit":"usd_per_million_output_tokens","amountUsd":1.2,"currency":"USD","sourceUrl":"https://api-docs.deepseek.com/quick_start/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1.2,"normalizationReason":"peak_offpeak_not_a_single_rate","priceSortEligible":false,"qualifier":"peak_output. Two-column table (flash | v4-pro). Page says off-peak is half of peak; peak hours 01:00-04:00 and 06:00-10:00 UTC Mon-Fri. Not collapsed."},{"id":"deepseek-deepseek-v4-pro-peak_output","providerId":"deepseek","sku":"deepseek-v4-pro","unit":"usd_per_million_output_tokens","amountUsd":3.96,"currency":"USD","sourceUrl":"https://api-docs.deepseek.com/quick_start/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":3.96,"normalizationReason":"peak_offpeak_not_a_single_rate","priceSortEligible":false,"qualifier":"peak_output. Two-column table (flash | v4-pro). Page says off-peak is half of peak; peak hours 01:00-04:00 and 06:00-10:00 UTC Mon-Fri. Not collapsed."}],"notesExcerpt":"As of 2026-09-14: Official API at api-docs.deepseek.com with very aggressive Flash/Pro token pricing (often cents per MTok on Flash tiers). Strong coding/reasoning open releases also hostable elsewhere. Geopolitical/compliance caveats for some orgs — host weights on Fireworks/Tog…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://www.deepseek.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=coding-agent","human":"/providers/deepseek","compare":"/compare/mistral-vs-deepseek"},{"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":0.38,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["cheap-volume-llm","diff-aware-pr-review"],"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/mistral-vs-google-ai"},{"id":"openai","slug":"openai","name":"OpenAI","tagline":"Default when you want maximum capability and ecosystem glue. Multi-home critical paths behind OpenAI-compat…","website":"https://openai.com","status":"active","overall":8.22,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":0.17,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["coding-agent","diff-aware-pr-review"],"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":"openai-gpt-6-astra-short-input","providerId":"openai","sku":"gpt-6-astra","unit":"usd_per_million_input_tokens","amountUsd":10,"currency":"USD","sourceUrl":"https://developers.openai.com/api/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":10,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Standard processing, short context. Cached input and cache writes are separate columns and were not used."},{"id":"openai-gpt-6-astra-short-output","providerId":"openai","sku":"gpt-6-astra","unit":"usd_per_million_output_tokens","amountUsd":50,"currency":"USD","sourceUrl":"https://developers.openai.com/api/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":50,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"Standard processing, short context"},{"id":"openai-gpt-6-astra-long-input","providerId":"openai","sku":"gpt-6-astra","unit":"usd_per_million_input_tokens","amountUsd":20,"currency":"USD","sourceUrl":"https://developers.openai.com/api/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":20,"normalizationReason":"context_tier_not_a_single_rate","priceSortEligible":false,"qualifier":"Standard processing, long context. Not selected as the sort key."},{"id":"openai-gpt-6-astra-long-output","providerId":"openai","sku":"gpt-6-astra","unit":"usd_per_million_output_tokens","amountUsd":75,"currency":"USD","sourceUrl":"https://developers.openai.com/api/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":75,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"Standard processing, long context"},{"id":"openai-gpt-61-sol-short-input","providerId":"openai","sku":"gpt-6.1-sol","unit":"usd_per_million_input_tokens","amountUsd":2,"currency":"USD","sourceUrl":"https://developers.openai.com/api/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":2,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Standard processing, short context. Cached input and cache writes are separate columns and were not used."},{"id":"openai-gpt-61-sol-short-output","providerId":"openai","sku":"gpt-6.1-sol","unit":"usd_per_million_output_tokens","amountUsd":10,"currency":"USD","sourceUrl":"https://developers.openai.com/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":"Standard processing, short context"},{"id":"openai-gpt-61-sol-long-input","providerId":"openai","sku":"gpt-6.1-sol","unit":"usd_per_million_input_tokens","amountUsd":4,"currency":"USD","sourceUrl":"https://developers.openai.com/api/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":4,"normalizationReason":"context_tier_not_a_single_rate","priceSortEligible":false,"qualifier":"Standard processing, long context. Not selected as the sort key."},{"id":"openai-gpt-61-sol-long-output","providerId":"openai","sku":"gpt-6.1-sol","unit":"usd_per_million_output_tokens","amountUsd":15,"currency":"USD","sourceUrl":"https://developers.openai.com/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":"Standard processing, long context"},{"id":"openai-gpt-6-luna-short-input","providerId":"openai","sku":"gpt-6-luna","unit":"usd_per_million_input_tokens","amountUsd":0.1,"currency":"USD","sourceUrl":"https://developers.openai.com/api/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.1,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Standard processing, short context. Cached input and cache writes are separate columns and were not used."},{"id":"openai-gpt-6-luna-short-output","providerId":"openai","sku":"gpt-6-luna","unit":"usd_per_million_output_tokens","amountUsd":0.5,"currency":"USD","sourceUrl":"https://developers.openai.com/api/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.5,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"Standard processing, short context"},{"id":"openai-gpt-6-luna-long-input","providerId":"openai","sku":"gpt-6-luna","unit":"usd_per_million_input_tokens","amountUsd":0.2,"currency":"USD","sourceUrl":"https://developers.openai.com/api/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.2,"normalizationReason":"context_tier_not_a_single_rate","priceSortEligible":false,"qualifier":"Standard processing, long context. Not selected as the sort key.","sourceStatus":"unverified","sourceStatusReason":"tier_not_on_rendered_page: on 2026-10-20 the rendered OpenAI pricing page has no long-context tier for gpt-6-luna (no 'long context', no context threshold, no $0.75 anywhere). It shows one Standard row per model: \"gpt-6-luna $0.10 $0.50 $0.01 $0.125 $0.25 (Standard: Input, Output, Cached input, 30m write, 12h write); Batch gpt-6-luna $0.05 $0.25; Fast gpt-6-luna $0.20 $1.00\". The stored long-context $0.2 (usd_per_million_input_tokens) cannot be confirmed; static check status was reconfirmed (false match: $0.20 is the Fast tier input price, not a long-context price). Row kept for history, marked unverified, never ranked. No new long-context amount is invented.","sourceStatusCheckedOn":"2026-10-20"},{"id":"openai-gpt-6-luna-long-output","providerId":"openai","sku":"gpt-6-luna","unit":"usd_per_million_output_tokens","amountUsd":0.75,"currency":"USD","sourceUrl":"https://developers.openai.com/api/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.75,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"Standard processing, long context","sourceStatus":"unverified","sourceStatusReason":"tier_not_on_rendered_page: on 2026-10-20 the rendered OpenAI pricing page has no long-context tier for gpt-6-luna (no 'long context', no context threshold, no $0.75 anywhere). It shows one Standard row per model: \"gpt-6-luna $0.10 $0.50 $0.01 $0.125 $0.25 (Standard: Input, Output, Cached input, 30m write, 12h write); Batch gpt-6-luna $0.05 $0.25; Fast gpt-6-luna $0.20 $1.00\". The stored long-context $0.75 (usd_per_million_output_tokens) cannot be confirmed; static check status was not_found_on_page. Row kept for history, marked unverified, never ranked. No new long-context amount is invented.","sourceStatusCheckedOn":"2026-10-20"}],"notesExcerpt":"GPT-5.6 tiers (Sol/Terra/Luna) roughly $5/$30 to $1/$6 per 1M tokens; prompt caching with explicit breakpoints; batch discounts. Media (images/audio) billed separately.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://openai.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=coding-agent","human":"/providers/openai","compare":"/compare/mistral-vs-openai"},{"id":"dashscope","slug":"dashscope","name":"Alibaba Cloud Model Studio (DashScope)","tagline":"Catalog dashscope for Alibaba Model Studio / DashScope international Qwen. Complements Moonshot/MiniMax/Z.AI…","website":"https://www.alibabacloud.com/help/en/model-studio/","status":"active","overall":7.86,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":-0.19,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["coding-agent","cheap-volume-llm"],"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 (alibabacloud.com/help/en/model-studio/model-pricing International): Qwen3.8-Max $2/$6 per 1M; Qwen3.7-Max $2.5/$7.5 (limited-time 50% off on some SKUs); Qwen3-Max $1.2/$6 (≤32k) tiering up at longer contexts; Qwen-Plus class ~$0.40/$1.20–$1.60. Batch often 50% o…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://www.alibabacloud.com/help/en/model-studio/","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=coding-agent","human":"/providers/dashscope","compare":"/compare/mistral-vs-dashscope"},{"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":-0.26,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["coding-agent","cheap-volume-llm"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"ambiguous","normalizationReason":"input_output_split_not_a_single_rate","shape":"sourced_rows","filterable":false,"priceSortEligible":true,"priceSortKeyUsdPerMillionInputTokens":0.04,"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=coding-agent","human":"/providers/zai","compare":"/compare/mistral-vs-zai"},{"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":0.15,"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":0.15,"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/mistral-vs-together"},{"id":"scaleway-generative","slug":"scaleway-generative","name":"Scaleway Generative APIs","tagline":"Best-documented EU open-model serverless API after Mistral. Use when you want Paris residency + published €…","website":"https://www.scaleway.com/en/generative-apis/","status":"active","overall":8.09,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":0.04,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["eu-sovereign-llm"],"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 (official pricing table): Pay-per-1M tokens in Paris; 1M free tokens for new customers; examples — llama-3.3-70b €0.90/€0.90, gpt-oss-120b €0.15/€0.60, qwen3-coder-30b €0.20/€0.80, whisper-large-v3 €0.003/audio minute, embeddings from €0.10/M. Batch discounts for…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://www.scaleway.com/en/generative-apis/","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=eu-sovereign-llm","human":"/providers/scaleway-generative","compare":"/compare/mistral-vs-scaleway-generative"},{"id":"ionos-ai","slug":"ionos-ai","name":"IONOS AI Model Hub","tagline":"Strong Germany-sovereign open-model peer beside Scaleway/OVH/STACKIT. Mistral still default EU brand for…","website":"https://cloud.ionos.com/managed/ai-model-hub","status":"active","overall":8.01,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":-0.04,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["eu-sovereign-llm"],"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 (official EUR price list v2026-08-27): PAYG €/1M tokens — Llama 3.1 8B €0.15/€0.15; Mistral Nemo €0.15/€0.15; Mistral Small 24B €0.10/€0.30; gpt-oss-120b €0.15/€0.65; Llama 3.3 70B €0.65/€0.65; Llama 3.1 405B €1.75/€1.75; Qwen3.5-9B €0.10/€0.15; Qwen3-Coder-Next …","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://cloud.ionos.com/managed/ai-model-hub","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=eu-sovereign-llm","human":"/providers/ionos-ai","compare":"/compare/mistral-vs-ionos-ai"},{"id":"infomaniak","slug":"infomaniak","name":"Infomaniak AI","tagline":"Fill the Swiss sovereign hole. Mistral remains Depot EU LLM default; Infomaniak when the RFP says Switzerland…","website":"https://www.infomaniak.com","status":"active","overall":7.97,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":-0.08,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["eu-sovereign-llm"],"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 (infomaniak.com/en/hosting/ai-services/prices): Swiss-hosted OpenAI-compat API billed in CHF. Qwen3.5-122B-A10B-FP8 CHF 0.40 / 3.20 per 1M in/out; Ministral-3-14B-Instruct CHF 0.30 / 0.40; Whisper V3 CHF 0.006/min. Embeddings (Qwen3-Embedding-8B / bge-reranker) l…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://www.infomaniak.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=eu-sovereign-llm","human":"/providers/infomaniak","compare":"/compare/mistral-vs-infomaniak"},{"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":-0.1,"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":0.075,"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/mistral-vs-groq"}],"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/mistral","machine":"/api/alternatives?provider=mistral","provider":"/api/providers/mistral","canonical":"/api/canonical"}}