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Neuron column not multiplied."},{"id":"cloudflare-workers-ai-cf-meta-llama-3-1-8b-instruct-fp8-in","providerId":"cloudflare-workers-ai","sku":"@cf/meta/llama-3.1-8b-instruct-fp8","unit":"usd_per_million_input_tokens","amountUsd":0.152,"currency":"USD","sourceUrl":"https://developers.cloudflare.com/workers-ai/platform/pricing/","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.152,"normalizationReason":null,"priceSortEligible":true,"qualifier":"LLM model pricing, Price in Tokens column. 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Neuron column not multiplied."},{"id":"cloudflare-workers-ai-cf-meta-llama-3-1-8b-instruct-awq-in","providerId":"cloudflare-workers-ai","sku":"@cf/meta/llama-3.1-8b-instruct-awq","unit":"usd_per_million_input_tokens","amountUsd":0.123,"currency":"USD","sourceUrl":"https://developers.cloudflare.com/workers-ai/platform/pricing/","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.123,"normalizationReason":null,"priceSortEligible":true,"qualifier":"LLM model pricing, Price in Tokens column. 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Neuron column not multiplied."},{"id":"cloudflare-workers-ai-cf-meta-llama-3-8b-instruct-awq-in","providerId":"cloudflare-workers-ai","sku":"@cf/meta/llama-3-8b-instruct-awq","unit":"usd_per_million_input_tokens","amountUsd":0.123,"currency":"USD","sourceUrl":"https://developers.cloudflare.com/workers-ai/platform/pricing/","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.123,"normalizationReason":null,"priceSortEligible":true,"qualifier":"LLM model pricing, Price in Tokens column. 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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. 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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=frontier-chat","human":"/providers/openai","compare":"/compare/openrouter-vs-openai"},{"id":"vercel-ai-gateway","slug":"vercel-ai-gateway","name":"Vercel AI Gateway","tagline":"Best when the app already ships on Vercel/AI SDK. Portkey remains production-gateway default; OpenRouter for…","website":"https://vercel.com/ai-gateway","status":"active","overall":8.21,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":0.21,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["llm-ai-gateway","llm-rate-limit-shield"],"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 (vercel.com/docs/ai-gateway/pricing): Zero platform fee / zero markup on provider list prices (incl. BYOK on paid). Free tier ~$5/mo credits on free-tier-eligible models with lower per-model rate limits; purchasing any AI Gateway Credits ends monthly free credit …","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://vercel.com/ai-gateway","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=llm-ai-gateway","human":"/providers/vercel-ai-gateway","compare":"/compare/openrouter-vs-vercel-ai-gateway"},{"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":0.2,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["open-model-inference","multi-model-router"],"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=open-model-inference","human":"/providers/together","compare":"/compare/openrouter-vs-together"}],"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/openrouter","machine":"/api/alternatives?provider=openrouter","provider":"/api/providers/openrouter","canonical":"/api/canonical"}}