{"subject":{"id":"anthropic","slug":"anthropic","name":"Anthropic","tagline":"Depot default for serious coding and production agents. 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'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."}},"relatedJtbdSlugs":["frontier-chat","coding-agent","long-context-agents","agent-tools","enterprise-llm","eu-sovereign-llm","multimodal","code-interpreter","prompt-caching-optimization","diff-aware-pr-review","synthetic-eval-data","hipaa-baa-llm"],"alternatives":[{"id":"openai","slug":"openai","name":"OpenAI","tagline":"Default when you want maximum capability and ecosystem glue. 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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. 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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. 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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/anthropic-vs-openai"},{"id":"google-ai","slug":"google-ai","name":"Google AI (Gemini)","tagline":"Best value frontier stack and multimodal king. 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Batch, cache columns and other regions not used."},{"id":"amazon-bedrock-claude-haiku-5-5-out","providerId":"amazon-bedrock","sku":"Claude Haiku 5.5","unit":"usd_per_million_output_tokens","amountUsd":0.5,"currency":"USD","sourceUrl":"https://aws.amazon.com/bedrock/pricing/","asOf":"2026-10-19","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.5,"normalizationReason":null,"priceSortEligible":false,"qualifier":"Output. Rendered Anthropic on-demand table under 'Global Cross-region Inference', Region US East (Ohio) (page default), 2026-10-19. Batch, cache columns and other regions not used."}],"notesExcerpt":"Pay-per-token for Claude, Llama, Amazon, Cohere, etc.; Provisioned Throughput for steady load. AWS marketplace billing.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://aws.amazon.com/bedrock/","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=enterprise-llm","human":"/providers/amazon-bedrock","compare":"/compare/anthropic-vs-amazon-bedrock"},{"id":"e2b","slug":"e2b","name":"E2B","tagline":"Depot default code sandbox for agents. Use for untrusted code; Daytona when you need persistent…","website":"https://e2b.dev","status":"active","overall":8.56,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":0.14,"roles":["same_jtbd_pick"],"sharedJtbdSlugs":["code-interpreter"],"pricing":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unit_mismatch","normalizationReason":"unit_mismatch","shape":"sourced_rows","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[{"id":"e2b-pro-usd-per-month","providerId":"e2b","sku":"Pro","unit":"usd_per_month","amountUsd":150,"currency":"USD","sourceUrl":"https://e2b.dev/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_month","priceSortEligible":false,"qualifier":"Plus usage. The estimator total ($166/$316) was not stored."},{"id":"e2b-pro-plus-concurrency-usd-per-month","providerId":"e2b","sku":"Pro+ concurrency","unit":"usd_per_month","amountUsd":500,"currency":"USD","sourceUrl":"https://e2b.dev/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_month","priceSortEligible":false,"qualifier":"Addon for 600 concurrent sandboxes."},{"id":"e2b-pro-plus-plus-concurrency-usd-per-month","providerId":"e2b","sku":"Pro++ concurrency","unit":"usd_per_month","amountUsd":1000,"currency":"USD","sourceUrl":"https://e2b.dev/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_month","priceSortEligible":false,"qualifier":"Addon for 1,100 concurrent."},{"id":"e2b-enterprise-minimum-usd-per-month","providerId":"e2b","sku":"Enterprise minimum","unit":"usd_per_month","amountUsd":3000,"currency":"USD","sourceUrl":"https://e2b.dev/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_month","priceSortEligible":false,"qualifier":"Page says enterprise requires $3,000/mo minimum, plus usage."},{"id":"e2b-1-vcpu-usd-per-vcpu-second","providerId":"e2b","sku":"1 vCPU","unit":"usd_per_vcpu_second","amountUsd":0.000014,"currency":"USD","sourceUrl":"https://e2b.dev/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_vcpu_second","priceSortEligible":false,"qualifier":"Hobby / Pro. Not converted to an hour."},{"id":"e2b-2-vcpu-usd-per-vcpu-second","providerId":"e2b","sku":"2 vCPU","unit":"usd_per_sandbox_second_vcpu_charge","amountUsd":0.000028,"currency":"USD","sourceUrl":"https://e2b.dev/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_sandbox_second","priceSortEligible":false,"qualifier":"Hobby / Pro. From the page's per-size vCPUs table (row 2: $0.000028/s): the vCPU charge per second of a running 2-vCPU sandbox, i.e. 2 x $0.000014 per vCPU-second. Not a per-vCPU rate (that is row e2b-1-vcpu-usd-per-vcpu-second). RAM is billed separately and not included. Not converted to an hour. Unit label corrected 2026-10-21 from usd_per_vcpu_second; amount unchanged, re-checked on the page 2026-10-21."},{"id":"e2b-4-vcpu-usd-per-vcpu-second","providerId":"e2b","sku":"4 vCPU","unit":"usd_per_sandbox_second_vcpu_charge","amountUsd":0.000056,"currency":"USD","sourceUrl":"https://e2b.dev/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_sandbox_second","priceSortEligible":false,"qualifier":"Hobby / Pro. From the page's per-size vCPUs table (row 4: $0.000056/s): the vCPU charge per second of a running 4-vCPU sandbox, i.e. 4 x $0.000014 per vCPU-second. Not a per-vCPU rate (that is row e2b-1-vcpu-usd-per-vcpu-second). RAM is billed separately and not included. Not converted to an hour. Unit label corrected 2026-10-21 from usd_per_vcpu_second; amount unchanged, re-checked on the page 2026-10-21."},{"id":"e2b-6-vcpu-usd-per-vcpu-second","providerId":"e2b","sku":"6 vCPU","unit":"usd_per_sandbox_second_vcpu_charge","amountUsd":0.000084,"currency":"USD","sourceUrl":"https://e2b.dev/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_sandbox_second","priceSortEligible":false,"qualifier":"Hobby / Pro. From the page's per-size vCPUs table (row 6: $0.000084/s): the vCPU charge per second of a running 6-vCPU sandbox, i.e. 6 x $0.000014 per vCPU-second. Not a per-vCPU rate (that is row e2b-1-vcpu-usd-per-vcpu-second). RAM is billed separately and not included. Not converted to an hour. Unit label corrected 2026-10-21 from usd_per_vcpu_second; amount unchanged, re-checked on the page 2026-10-21."},{"id":"e2b-8-vcpu-usd-per-vcpu-second","providerId":"e2b","sku":"8 vCPU","unit":"usd_per_sandbox_second_vcpu_charge","amountUsd":0.000112,"currency":"USD","sourceUrl":"https://e2b.dev/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_sandbox_second","priceSortEligible":false,"qualifier":"Hobby / Pro. From the page's per-size vCPUs table (row 8: $0.000112/s): the vCPU charge per second of a running 8-vCPU sandbox, i.e. 8 x $0.000014 per vCPU-second. Not a per-vCPU rate (that is row e2b-1-vcpu-usd-per-vcpu-second). RAM is billed separately and not included. Not converted to an hour. Unit label corrected 2026-10-21 from usd_per_vcpu_second; amount unchanged, re-checked on the page 2026-10-21."},{"id":"e2b-1-gib-memory-usd-per-gib-second","providerId":"e2b","sku":"1 GiB memory","unit":"usd_per_gib_second","amountUsd":0.0000045,"currency":"USD","sourceUrl":"https://e2b.dev/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gib_second","priceSortEligible":false,"qualifier":"Hobby / Pro memory per second."},{"id":"e2b-2-gib-memory-usd-per-gib-second","providerId":"e2b","sku":"2 GiB memory","unit":"usd_per_sandbox_second_ram_charge","amountUsd":0.000009,"currency":"USD","sourceUrl":"https://e2b.dev/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_sandbox_second","priceSortEligible":false,"qualifier":"Hobby / Pro. From the page's per-size Memory (GiB) table (row 2: $0.0000090/s): the RAM charge per second of a running sandbox with 2 GiB, i.e. 2 x $0.0000045 per GiB-second. Not a per-GiB rate (that is row e2b-1-gib-memory-usd-per-gib-second). vCPU is billed separately and not included. Unit label corrected 2026-10-21 from usd_per_gib_second; amount unchanged, re-checked on the page 2026-10-21."},{"id":"e2b-4-gib-memory-usd-per-gib-second","providerId":"e2b","sku":"4 GiB memory","unit":"usd_per_sandbox_second_ram_charge","amountUsd":0.000018,"currency":"USD","sourceUrl":"https://e2b.dev/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_sandbox_second","priceSortEligible":false,"qualifier":"Hobby / Pro. From the page's per-size Memory (GiB) table (row 4: $0.0000180/s): the RAM charge per second of a running sandbox with 4 GiB, i.e. 4 x $0.0000045 per GiB-second. Not a per-GiB rate (that is row e2b-1-gib-memory-usd-per-gib-second). vCPU is billed separately and not included. Unit label corrected 2026-10-21 from usd_per_gib_second; amount unchanged, re-checked on the page 2026-10-21."},{"id":"e2b-8-gib-memory-usd-per-gib-second","providerId":"e2b","sku":"8 GiB memory","unit":"usd_per_sandbox_second_ram_charge","amountUsd":0.000036,"currency":"USD","sourceUrl":"https://e2b.dev/pricing","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_sandbox_second","priceSortEligible":false,"qualifier":"Hobby / Pro. From the page's per-size Memory (GiB) table (row 8: $0.0000360/s): the RAM charge per second of a running sandbox with 8 GiB, i.e. 8 x $0.0000045 per GiB-second. Not a per-GiB rate (that is row e2b-1-gib-memory-usd-per-gib-second). vCPU is billed separately and not included. Unit label corrected 2026-10-21 from usd_per_gib_second; amount unchanged, re-checked on the page 2026-10-21."}],"notesExcerpt":"Firecracker microVM sandboxes billed per second; templates; code interpreter for agents.","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://e2b.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=code-interpreter","human":"/providers/e2b","compare":"/compare/anthropic-vs-e2b"},{"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":-0.56,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["frontier-chat","coding-agent","multimodal"],"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=frontier-chat","human":"/providers/dashscope","compare":"/compare/anthropic-vs-dashscope"},{"id":"minimax","slug":"minimax","name":"MiniMax","tagline":"Primary indie-usable Chinese multimodal API alongside Moonshot. Prefer Anthropic/OpenAI for coding agents…","website":"https://www.minimax.io","status":"active","overall":7.83,"scoreKind":"curated_estimate","confidence":"high","scoreAsOf":"2026-09-14","deltaOverallVsSubject":-0.59,"roles":["same_jtbd_runner"],"sharedJtbdSlugs":["frontier-chat","coding-agent","multimodal"],"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":"minimax-minimax-m3-standard-512k-ambiguous","providerId":"minimax","sku":"MiniMax-M3 standard <=512k","unit":"usd_per_million_input_tokens","amountUsd":null,"currency":null,"sourceUrl":"https://platform.minimax.io/docs/guides/pricing-paygo","asOf":"2026-10-03","normalizationStatus":"ambiguous","normalizedUsdPerMillionTokens":null,"normalizationReason":"promo_and_list_price_adjacent","priceSortEligible":false,"qualifier":"Pay-as-you-go standard table shows list and permanent 50% off together ($0.60 and $0.30 input, $2.40 and $1.20 output, $0.12 and $0.06 cache read) for <=512k. No single figure selected. >512k tier also shows both and was not blended.","sourceStatus":"superseded","sourceStatusReason":"superseded: the page now shows one price per tier (no list/discount pair). Replaced by minimax-minimax-m3-* rows added 2026-10-19.","sourceStatusCheckedOn":"2026-10-19"},{"id":"minimax-minimax-m3-priority-512k-ambiguous","providerId":"minimax","sku":"MiniMax-M3 priority <=512k","unit":"usd_per_million_input_tokens","amountUsd":null,"currency":null,"sourceUrl":"https://platform.minimax.io/docs/guides/pricing-paygo","asOf":"2026-10-03","normalizationStatus":"ambiguous","normalizedUsdPerMillionTokens":null,"normalizationReason":"promo_and_list_price_adjacent","priceSortEligible":false,"qualifier":"Priority table (page says 1.5x standard) shows list and permanent 50% off together ($0.90 and $0.45 input). No single figure selected.","sourceStatus":"superseded","sourceStatusReason":"superseded: the page now shows one price per tier (no list/discount pair). Replaced by minimax-minimax-m3-* rows added 2026-10-19.","sourceStatusCheckedOn":"2026-10-19"},{"id":"minimax-minimax-m2-7-in","providerId":"minimax","sku":"MiniMax-M2.7","unit":"usd_per_million_input_tokens","amountUsd":0.3,"currency":"USD","sourceUrl":"https://platform.minimax.io/docs/guides/pricing-paygo","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.3,"normalizationReason":null,"priceSortEligible":false,"qualifier":"Single listed rate, $0.3 / M tokens. Not the M3 promo pair.","sourceStatus":"unverified","sourceStatusReason":"model_not_on_source_page: on 2026-10-19 the LLM table of the official pay-as-you-go pricing (pricing-paygo.md) lists only MiniMax-M3.1-Flash and MiniMax-M3 (standard and priority). \"MiniMax M2.1\" appears only as a footer research link, which is why the static check matched. Kept for history, never ranked.","sourceStatusCheckedOn":"2026-10-19"},{"id":"minimax-minimax-m2-7-out","providerId":"minimax","sku":"MiniMax-M2.7","unit":"usd_per_million_output_tokens","amountUsd":1.2,"currency":"USD","sourceUrl":"https://platform.minimax.io/docs/guides/pricing-paygo","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1.2,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"Single listed rate.","sourceStatus":"unverified","sourceStatusReason":"model_not_on_source_page: on 2026-10-19 the LLM table of the official pay-as-you-go pricing (pricing-paygo.md) lists only MiniMax-M3.1-Flash and MiniMax-M3 (standard and priority). \"MiniMax M2.1\" appears only as a footer research link, which is why the static check matched. Kept for history, never ranked.","sourceStatusCheckedOn":"2026-10-19"},{"id":"minimax-minimax-m2-7-cached","providerId":"minimax","sku":"MiniMax-M2.7","unit":"usd_per_million_cached_input_tokens","amountUsd":0.06,"currency":"USD","sourceUrl":"https://platform.minimax.io/docs/guides/pricing-paygo","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.06,"normalizationReason":"cached_input_not_a_single_rate","priceSortEligible":false,"qualifier":"Prompt caching read.","sourceStatus":"unverified","sourceStatusReason":"model_not_on_source_page: on 2026-10-19 the LLM table of the official pay-as-you-go pricing (pricing-paygo.md) lists only MiniMax-M3.1-Flash and MiniMax-M3 (standard and priority). \"MiniMax M2.1\" appears only as a footer research link, which is why the static check matched. Kept for history, never ranked.","sourceStatusCheckedOn":"2026-10-19"},{"id":"minimax-minimax-m2-7-write","providerId":"minimax","sku":"MiniMax-M2.7","unit":"usd_per_million_cache_write_tokens","amountUsd":0.375,"currency":"USD","sourceUrl":"https://platform.minimax.io/docs/guides/pricing-paygo","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.375,"normalizationReason":"cache_write_not_a_single_rate","priceSortEligible":false,"qualifier":"Prompt caching write.","sourceStatus":"unverified","sourceStatusReason":"model_not_on_source_page: on 2026-10-19 the LLM table of the official pay-as-you-go pricing (pricing-paygo.md) lists only MiniMax-M3.1-Flash and MiniMax-M3 (standard and priority). \"MiniMax M2.1\" appears only as a footer research link, which is why the static check matched. Kept for history, never ranked.","sourceStatusCheckedOn":"2026-10-19"},{"id":"minimax-minimax-m2-7-highspeed-in","providerId":"minimax","sku":"MiniMax-M2.7-highspeed","unit":"usd_per_million_input_tokens","amountUsd":0.6,"currency":"USD","sourceUrl":"https://platform.minimax.io/docs/guides/pricing-paygo","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.6,"normalizationReason":null,"priceSortEligible":false,"qualifier":"Separate highspeed SKU.","sourceStatus":"unverified","sourceStatusReason":"model_not_on_source_page: on 2026-10-19 the LLM table of the official pay-as-you-go pricing (pricing-paygo.md) lists only MiniMax-M3.1-Flash and MiniMax-M3 (standard and priority). \"MiniMax M2.1\" appears only as a footer research link, which is why the static check matched. Kept for history, never ranked.","sourceStatusCheckedOn":"2026-10-19"},{"id":"minimax-minimax-m2-7-highspeed-out","providerId":"minimax","sku":"MiniMax-M2.7-highspeed","unit":"usd_per_million_output_tokens","amountUsd":2.4,"currency":"USD","sourceUrl":"https://platform.minimax.io/docs/guides/pricing-paygo","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":2.4,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"Separate highspeed SKU.","sourceStatus":"unverified","sourceStatusReason":"model_not_on_source_page: on 2026-10-19 the LLM table of the official pay-as-you-go pricing (pricing-paygo.md) lists only MiniMax-M3.1-Flash and MiniMax-M3 (standard and priority). \"MiniMax M2.1\" appears only as a footer research link, which is why the static check matched. Kept for history, never ranked.","sourceStatusCheckedOn":"2026-10-19"},{"id":"minimax-minimax-m2-7-highspeed-cached","providerId":"minimax","sku":"MiniMax-M2.7-highspeed","unit":"usd_per_million_cached_input_tokens","amountUsd":0.06,"currency":"USD","sourceUrl":"https://platform.minimax.io/docs/guides/pricing-paygo","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.06,"normalizationReason":"cached_input_not_a_single_rate","priceSortEligible":false,"qualifier":"Prompt caching read.","sourceStatus":"unverified","sourceStatusReason":"model_not_on_source_page: on 2026-10-19 the LLM table of the official pay-as-you-go pricing (pricing-paygo.md) lists only MiniMax-M3.1-Flash and MiniMax-M3 (standard and priority). \"MiniMax M2.1\" appears only as a footer research link, which is why the static check matched. Kept for history, never ranked.","sourceStatusCheckedOn":"2026-10-19"},{"id":"minimax-minimax-m2-7-highspeed-write","providerId":"minimax","sku":"MiniMax-M2.7-highspeed","unit":"usd_per_million_cache_write_tokens","amountUsd":0.375,"currency":"USD","sourceUrl":"https://platform.minimax.io/docs/guides/pricing-paygo","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.375,"normalizationReason":"cache_write_not_a_single_rate","priceSortEligible":false,"qualifier":"Prompt caching write.","sourceStatus":"unverified","sourceStatusReason":"model_not_on_source_page: on 2026-10-19 the LLM table of the official pay-as-you-go pricing (pricing-paygo.md) lists only MiniMax-M3.1-Flash and MiniMax-M3 (standard and priority). \"MiniMax M2.1\" appears only as a footer research link, which is why the static check matched. Kept for history, never ranked.","sourceStatusCheckedOn":"2026-10-19"},{"id":"minimax-minimax-m2-5-in","providerId":"minimax","sku":"MiniMax-M2.5","unit":"usd_per_million_input_tokens","amountUsd":0.3,"currency":"USD","sourceUrl":"https://platform.minimax.io/docs/guides/pricing-paygo","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.3,"normalizationReason":"legacy_sku_not_current_matrix","priceSortEligible":false,"qualifier":"Legacy Models section. Not the sort key.","sourceStatus":"unverified","sourceStatusReason":"model_not_on_source_page: on 2026-10-19 the LLM table of the official pay-as-you-go pricing (pricing-paygo.md) lists only MiniMax-M3.1-Flash and MiniMax-M3 (standard and priority). \"MiniMax M2.1\" appears only as a footer research link, which is why the static check matched. Kept for history, never ranked.","sourceStatusCheckedOn":"2026-10-19"},{"id":"minimax-minimax-m2-5-out","providerId":"minimax","sku":"MiniMax-M2.5","unit":"usd_per_million_output_tokens","amountUsd":1.2,"currency":"USD","sourceUrl":"https://platform.minimax.io/docs/guides/pricing-paygo","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":1.2,"normalizationReason":"output_token_price_not_a_single_blended_rate","priceSortEligible":false,"qualifier":"Legacy Models section.","sourceStatus":"unverified","sourceStatusReason":"model_not_on_source_page: on 2026-10-19 the LLM table of the official pay-as-you-go pricing (pricing-paygo.md) lists only MiniMax-M3.1-Flash and MiniMax-M3 (standard and priority). \"MiniMax M2.1\" appears only as a footer research link, which is why the static check matched. Kept for history, never ranked.","sourceStatusCheckedOn":"2026-10-19"},{"id":"minimax-minimax-m2-5-cached","providerId":"minimax","sku":"MiniMax-M2.5","unit":"usd_per_million_cached_input_tokens","amountUsd":0.03,"currency":"USD","sourceUrl":"https://platform.minimax.io/docs/guides/pricing-paygo","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.03,"normalizationReason":"cached_input_not_a_single_rate","priceSortEligible":false,"qualifier":"Legacy prompt caching read.","sourceStatus":"unverified","sourceStatusReason":"model_not_on_source_page: on 2026-10-19 the LLM table of the official pay-as-you-go pricing (pricing-paygo.md) lists only MiniMax-M3.1-Flash and MiniMax-M3 (standard and priority). \"MiniMax M2.1\" appears only as a footer research link, which is why the static check matched. 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Kept for history, never ranked.","sourceStatusCheckedOn":"2026-10-19"},{"id":"minimax-minimax-m2-1-cached","providerId":"minimax","sku":"MiniMax-M2.1","unit":"usd_per_million_cached_input_tokens","amountUsd":0.03,"currency":"USD","sourceUrl":"https://platform.minimax.io/docs/guides/pricing-paygo","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.03,"normalizationReason":"cached_input_not_a_single_rate","priceSortEligible":false,"qualifier":"Legacy prompt caching read.","sourceStatus":"unverified","sourceStatusReason":"model_not_on_source_page: on 2026-10-19 the LLM table of the official pay-as-you-go pricing (pricing-paygo.md) lists only MiniMax-M3.1-Flash and MiniMax-M3 (standard and priority). \"MiniMax M2.1\" appears only as a footer research link, which is why the static check matched. 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Kept for history, never ranked.","sourceStatusCheckedOn":"2026-10-19"},{"id":"minimax-minimax-m2-write","providerId":"minimax","sku":"MiniMax-M2","unit":"usd_per_million_cache_write_tokens","amountUsd":0.375,"currency":"USD","sourceUrl":"https://platform.minimax.io/docs/guides/pricing-paygo","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.375,"normalizationReason":"cache_write_not_a_single_rate","priceSortEligible":false,"qualifier":"Legacy prompt caching write.","sourceStatus":"unverified","sourceStatusReason":"model_not_on_source_page: on 2026-10-19 the LLM table of the official pay-as-you-go pricing (pricing-paygo.md) lists only MiniMax-M3.1-Flash and MiniMax-M3 (standard and priority). \"MiniMax M2.1\" appears only as a footer research link, which is why the static check matched. 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Reconfirmed 2026-10-27 (v0.12.140): page also says 'Region selection 1.15 - 1.75x base prices' and 'Non-preemptible execution 3x base prices' (not stored as separate rows)."},{"id":"modal-nvidia-rtx-pro-6000-usd-per-gpu-second","providerId":"modal","sku":"Nvidia RTX PRO 6000","unit":"usd_per_gpu_second","amountUsd":0.000842,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_second","priceSortEligible":false,"qualifier":"Per-second rate shown with the per-second toggle. Not multiplied into an hour. Reconfirmed 2026-10-27 (v0.12.140): page also says 'Region selection 1.15 - 1.75x base prices' and 'Non-preemptible execution 3x base prices' (not stored as separate rows)."},{"id":"modal-nvidia-a100-80gb-usd-per-gpu-second","providerId":"modal","sku":"Nvidia A100 80GB","unit":"usd_per_gpu_second","amountUsd":0.000694,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_second","priceSortEligible":false,"qualifier":"Per-second rate shown with the per-second toggle. Not multiplied into an hour. Reconfirmed 2026-10-27 (v0.12.140): page also says 'Region selection 1.15 - 1.75x base prices' and 'Non-preemptible execution 3x base prices' (not stored as separate rows)."},{"id":"modal-nvidia-a100-40gb-usd-per-gpu-second","providerId":"modal","sku":"Nvidia A100 40GB","unit":"usd_per_gpu_second","amountUsd":0.000583,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_second","priceSortEligible":false,"qualifier":"Per-second rate shown with the per-second toggle. Not multiplied into an hour. Reconfirmed 2026-10-27 (v0.12.140): page also says 'Region selection 1.15 - 1.75x base prices' and 'Non-preemptible execution 3x base prices' (not stored as separate rows)."},{"id":"modal-nvidia-l40s-usd-per-gpu-second","providerId":"modal","sku":"Nvidia L40S","unit":"usd_per_gpu_second","amountUsd":0.000542,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_second","priceSortEligible":false,"qualifier":"Per-second rate shown with the per-second toggle. Not multiplied into an hour. Reconfirmed 2026-10-27 (v0.12.140): page also says 'Region selection 1.15 - 1.75x base prices' and 'Non-preemptible execution 3x base prices' (not stored as separate rows)."},{"id":"modal-nvidia-a10-usd-per-gpu-second","providerId":"modal","sku":"Nvidia A10","unit":"usd_per_gpu_second","amountUsd":0.000306,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_second","priceSortEligible":false,"qualifier":"Per-second rate shown with the per-second toggle. Not multiplied into an hour. Reconfirmed 2026-10-27 (v0.12.140): page also says 'Region selection 1.15 - 1.75x base prices' and 'Non-preemptible execution 3x base prices' (not stored as separate rows)."},{"id":"modal-nvidia-l4-usd-per-gpu-second","providerId":"modal","sku":"Nvidia L4","unit":"usd_per_gpu_second","amountUsd":0.000222,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gpu_second","priceSortEligible":false,"qualifier":"Per-second rate shown with the per-second toggle. Not multiplied into an hour. 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Reconfirmed 2026-10-27 (v0.12.140): page also says 'Region selection 1.15 - 1.75x base prices' and 'Non-preemptible execution 3x base prices' (not stored as separate rows)."},{"id":"modal-cpu-physical-core-usd-per-core-second","providerId":"modal","sku":"CPU physical core","unit":"usd_per_core_second","amountUsd":0.0000131,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_core_second","priceSortEligible":false,"qualifier":"Physical core (2 vCPU). Minimum 0.125 cores."},{"id":"modal-memory-usd-per-gib-second","providerId":"modal","sku":"Memory","unit":"usd_per_gib_second","amountUsd":0.00000222,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gib_second","priceSortEligible":false,"qualifier":"Container memory."},{"id":"modal-sandbox-cpu-usd-per-core-second","providerId":"modal","sku":"Sandbox CPU","unit":"usd_per_core_second","amountUsd":0.00003942,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_core_second","priceSortEligible":false,"qualifier":"Modal Sandbox rate (page: 'Modal Sandbox pricing', 'CPU (non-preemptible)'; 'Sandboxes are billed at non-preemptible rates of 3x list price'), separate from the default CPU rate."},{"id":"modal-sandbox-memory-usd-per-gib-second","providerId":"modal","sku":"Sandbox memory","unit":"usd_per_gib_second","amountUsd":0.00000667,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gib_second","priceSortEligible":false,"qualifier":"Sandbox memory (page: 'Memory (non-preemptible)' under 'Modal Sandbox pricing')."},{"id":"modal-volumes-usd-per-gib-month","providerId":"modal","sku":"Volumes","unit":"usd_per_gib_month","amountUsd":0.09,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gib_month","priceSortEligible":false,"qualifier":"Includes 1 TiB/mo free, not folded into this rate."},{"id":"modal-network-egress-usd-per-gib","providerId":"modal","sku":"Network egress","unit":"usd_per_gib","amountUsd":0.04,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gib","priceSortEligible":false,"qualifier":"See plan for included usage."},{"id":"modal-team-plan-usd-per-month","providerId":"modal","sku":"Team plan","unit":"usd_per_month","amountUsd":250,"currency":"USD","sourceUrl":"https://modal.com/pricing","asOf":"2026-10-27","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_month","priceSortEligible":false,"qualifier":"Plus compute. $100/mo credits not subtracted."}],"notesExcerpt":"As of 2026-10-24 (modal.com/pricing, fetched 2026-10-24): Python-native serverless GPU/CPU billed per second of compute ('You never pay for idle resources'). GPU list rates per second: H100 SXM5 '$0.001097', H200 SXM '$0.001261', B200 '$0.001736', A100 80 GB '$0.000694', L40S '$0…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-10-19","scoreAsOf":"2026-10-19","website":"https://modal.com","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"Partial coverage. Providers without a fetched SKU are omitted. See GET /api/pricing."},"decideHint":"/api/decide?jtbd=code-interpreter","human":"/providers/modal","compare":"/compare/anthropic-vs-modal"}],"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/anthropic","machine":"/api/alternatives?provider=anthropic","provider":"/api/providers/anthropic","canonical":"/api/canonical"}}