{"jtbd":{"id":"batch-cheap-embeddings","slug":"batch-cheap-embeddings","name":"High-volume cheap batch embeddings","shortName":"Batch embeddings","problemStatement":"Embed millions of chunks overnight where per-token quality matters less than $/1M and throughput; async/batch APIs preferred."},"pick":{"id":"voyage","slug":"voyage","name":"Voyage AI","tagline":"Depot pick for RAG rerank. 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MongoDB-owned; also sold via Atlas automated embedding.","scores":{"capabilityFit":9.2,"pricePerformance":8.8,"latencyReliability":8.4,"developerDx":8.6,"privacyPosture":7.8,"lockInRisk":4.2,"maturity":7.8,"overall":8.39,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},"runnersUp":[{"id":"jina","slug":"jina","name":"Jina AI","tagline":"Promoted high after pinning official models API token matrix ($0.05/1M). 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Same FAQ (2026-10-25): 'jina-embeddings-v4 is built on the Qwen2-VL base model, released under the Qwen Research License, which permits research and non-commercial use only. We therefore cannot license it commercially and provide it free of charge via the API instead.' and 'It is not suitable for production workloads'. The models API still lists jina-ai/jina-embeddings-v4 at pricing.prompt 0.00000005; Depot keeps the models-API figure (not re-priced here).","scores":{"capabilityFit":8.2,"pricePerformance":8.6,"latencyReliability":7.8,"developerDx":8.8,"privacyPosture":8.2,"lockInRisk":3.5,"maturity":7.6,"overall":8.16,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},{"id":"cohere","slug":"cohere","name":"Cohere","tagline":"Use for retrieval stacks (embed+rerank), not as your primary agent brain. 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Multi-home critical paths behind OpenAI-compat…","website":"https://openai.com","overall":7.72,"scoreBand":{"low":7.1,"mid":7.7,"high":8.3,"halfWidth":0.6,"basis":"editorial_prior","display":"7.1–8.3 (editorial prior)"},"scoreLayers":{"editorialPrior":7.72,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"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.","scores":{"capabilityFit":9.6,"pricePerformance":6.2,"latencyReliability":8.8,"developerDx":9.5,"privacyPosture":7.8,"lockInRisk":7.2,"maturity":9.8,"overall":7.72,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},{"id":"google-ai","slug":"google-ai","name":"Google AI (Gemini)","tagline":"Best value frontier stack and multimodal king. 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Batch half-price common.","scores":{"capabilityFit":9.2,"pricePerformance":8.8,"latencyReliability":8.5,"developerDx":8.2,"privacyPosture":8,"lockInRisk":6,"maturity":9.6,"overall":8.37,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-19"}}],"scoreBand":{"low":7.8,"mid":8.4,"high":9,"halfWidth":0.6,"basis":"editorial_prior","display":"7.8–9.0 (editorial prior)"},"scoreLayers":{"editorialPrior":8.39,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"whyPickOverHigherScore":{"pickId":"voyage","pickName":"Voyage AI","pickScore":8.39,"highestScoredCandidateId":"voyage","highestScoredCandidateName":"Voyage AI","highestScore":8.39,"pickHasLowerCompositeScore":false,"delta":0,"pickLeadsOnDimensions":[],"explanation":"Voyage AI (8.39) holds both the highest composite score among ranked candidates and the editorial pick for High-volume cheap batch embeddings: pricePerf + reliability of batch jobs. 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A separate LICENSE file was 404. README re-fetched twice 2026-10-25 (HTTP 200, byte-identical): front matter 'license: mit'; raw/main/LICENSE still 404 (twice).","providerId":null,"limits":null,"asOf":"2026-10-25","freeType":"open_weights","substitutable":true},{"id":"cloudflare-workers-ai-embeddings","name":"Cloudflare Workers AI embeddings","kind":"free_embedding","providerId":"cloudflare-workers-ai","jtbdIds":["embeddings","batch-cheap-embeddings"],"whatYouGet":"Embedding models on Workers AI, including bge-m3 and qwen3-embedding-0.6b, draw from the same 10,000 neurons/day. No separate free token cap is stated.","cost":"free","limits":{"sharedNeuronsPerDay":10000,"separateTokenCap":null},"sourceUrl":"https://developers.cloudflare.com/workers-ai/platform/pricing/","notes":"Fetched twice 2026-10-25 about 10 s apart without logging in (HTTP 200, no redirect, identical HTML; the page shows 'Last updated Oct 20, 2026'). 'Our free allocation allows anyone to use a total of 10,000 Neurons per day at no charge.' The 'Embeddings model pricing' table lists @cf/baai/bge-small-en-v1.5, bge-base-en-v1.5, bge-large-en-v1.5, bge-m3, @cf/pfnet/plamo-embedding-1b and @cf/qwen/qwen3-embedding-0.6b, e.g. '@cf/baai/bge-m3 $0.012 per M input tokens 1075 neurons per M input tokens'. Those are the paid unit prices billed in neurons above the allocation, not a free token cap; the page states no separate free embedding cap.","license":null,"asOf":"2026-10-25","freeType":"free_embedding","substitutable":true},{"id":"gemini-embedding-2-free-tier","name":"Gemini Embedding 2 free tier","kind":"free_embedding","providerId":"google-ai","jtbdIds":["embeddings","batch-cheap-embeddings"],"whatYouGet":"gemini-embedding-2 standard text, image, audio, and video input marked Free of charge.","cost":"free_tier_unspecified","sourceUrl":"https://ai.google.dev/gemini-api/docs/pricing","notes":"Pricing page fetched twice 2026-10-24 (identical text; page footer 'Last updated 2026-10-22 UTC'): gemini-embedding-2 is 'Our first multimodal embedding model, mapping text, images, video, audio, and PDFs into a unified embedding space.' Its Standard Free Tier cells for Text, Image, Audio and Video input price read 'Free of charge'; the Batch free-tier cells read 'Not available'. No numeric free-tier quota is on the pricing page. https://ai.google.dev/gemini-api/docs/rate-limits (fetched twice 2026-10-24, identical text, 'Last updated 2026-10-15 UTC') publishes no free-tier RPM, TPM or RPD and says 'View your active rate limits in AI Studio', so limits stay null. Re-checked 2026-10-26 (v0.12.131): stored quotes still match. https://ai.google.dev/gemini-api/docs/pricing and https://ai.google.dev/gemini-api/docs/rate-limits were each fetched twice (~10 s apart, plain curl, no login, following redirects): HTTP 200, no redirect, HTML differs only inside inline scripts, tag-stripped text identical; both footers now read 'Last updated 2026-10-26 UTC'. Every quote above string-matched the whitespace-normalized text except the older footer stamps, which are fetch-date stamps, not row values; values unchanged (Depot data decision to re-date only, approvalRef 'Ethan delegation 2026-10-21 19:41 ET t55u', decidedBy Agent Depo).","limits":null,"license":null,"asOf":"2026-10-26","freeType":"free_embedding","substitutable":true},{"id":"qwen3-embedding-0-6b","name":"Qwen3-Embedding-0.6B","kind":"open_weights","jtbdIds":["embeddings","batch-cheap-embeddings"],"whatYouGet":"Downloadable Qwen3 embedding 0.6B weights.","cost":"oss","license":"Apache-2.0","sourceUrl":"https://huggingface.co/Qwen/Qwen3-Embedding-0.6B/raw/main/README.md","notes":"Model card front matter fetched 2026-10-03 says license: apache-2.0. A separate LICENSE file was 404. 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See GET /api/jtbds/batch-cheap-embeddings + GET /api/methodology.","nextActions":[{"step":1,"title":"Inspect full JTBD + embeds","href":"/api/jtbds/batch-cheap-embeddings?embed=providers","why":"Confirm pick, runners-up, and methodology notes."},{"step":2,"title":"Quote sourced SKUs","href":"/api/quote?jtbd=batch-cheap-embeddings","why":"Depot Pick SKUs plus the cheapest sourced SKU whose unit matches this job. Does not change the pick. Does not blend input and output or borrow a chat rate for a non-chat job."},{"step":3,"title":"Open provider detail","href":"/api/providers/voyage","why":"Scores, pricingNotes, strengths/weaknesses, communitySignals (claims only)."},{"step":4,"title":"Cite methodology","href":"/api/methodology","why":"Required when publishing a Depot Pick citation."},{"step":5,"title":"Grab badge SVG","href":"/api/badge?type=depot-pick&jtbd=batch-cheap-embeddings","why":"Embed in README / agent passport."},{"step":6,"title":"Post production insight","method":"POST","href":"/api/insights","why":"Unverified until curated; never auto-mutates official scores."}],"honesty":["Do not invent scores or benches.","Insights are claims until curated/reviewed; they never silently mutate official scores.","lockInRisk higher = more lock-in (worse).","normalizedUsdPerMillionTokens is set only for a single sourced token row. Otherwise null, with a machine-readable reason. 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No migration guide was invented."}},"citation":{"text":"Agent Provider Depot (v0.12.155), Depot Pick for batch-cheap-embeddings: voyage, scores as of 2026-09-14, retrieved 2026-10-27. https://getagentdepot.com/jtbds/batch-cheap-embeddings","markdown":"[Agent Provider Depot](https://getagentdepot.com/jtbds/batch-cheap-embeddings) (v0.12.155) — Depot Pick for `batch-cheap-embeddings`: **voyage** (scores as of 2026-09-14, retrieved 2026-10-27)","fields":{"publisher":"Agent Provider Depot","version":"0.12.155","role":"depot_pick","jtbdId":"batch-cheap-embeddings","providerId":"voyage","scoreAsOf":"2026-09-14","retrievedOn":"2026-10-27","page":"https://getagentdepot.com/jtbds/batch-cheap-embeddings","api":"https://getagentdepot.com/api/decide?jtbd=batch-cheap-embeddings"},"howToCite":"Cite Depot as an editorial, dated recommendation, not a benchmark: name the job, the Depot Pick (or runner-up), the score asOf date and the day you retrieved it, and link the job page. Format: “Agent Provider Depot (v{version}), Depot Pick for {jobId}: {providerId}, scores as of {scoreAsOf}, retrieved {retrievedOn}. {baseUrl}/jtbds/{jobId}”. Quote prices only with their own sourceUrl and asOf. If the pick's score is stale (freshness.pick.score.stale), say so."},"freshness":{"pick":{"score":{"asOf":"2026-09-14","ageDays":43,"stale":true,"staleAfterDays":30,"reason":null},"lastReviewed":{"asOf":"2026-09-14","ageDays":43,"stale":true,"staleAfterDays":30,"reason":null},"sourceCheck":{"checkedAt":"2026-10-27","sourceUrls":2,"sourcesReachable":2,"pricingRows":7,"pricingRowsReconfirmed":7,"note":"A source re-check confirms the page is reachable and, for pricing rows, that the stored amount and SKU name appear on it. It does not re-derive or change the score.","reason":null}},"scoreAsOf":"2026-09-14","editorialPriorAsOf":"2026-09-14","pricingLastVerifiedAt":"2026-10-27","pickLastReviewed":"2026-09-14","runnersUpScoreAsOf":["2026-09-14","2026-10-19","2026-09-14","2026-10-19"],"contractAsOf":"2026-10-03","pricingShape":"sourced_rows","normalizedUsdPerMillionTokens":null,"normalizationStatus":"ambiguous","normalizationReason":"multiple_sourced_token_skus"},"pricingContract":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"ambiguous","normalizationReason":"multiple_sourced_token_skus","shape":"sourced_rows","filterable":false,"priceSortEligible":true,"priceSortKeyUsdPerMillionInputTokens":0.02,"rows":[{"id":"voyage-voyage-4-large","providerId":"voyage","sku":"voyage-4-large","unit":"usd_per_million_tokens","amountUsd":0.12,"currency":"USD","sourceUrl":"https://docs.voyageai.com/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.12,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Price per million tokens column. Not an input/output split. Free-token allowances were not converted into a rate."},{"id":"voyage-voyage-4","providerId":"voyage","sku":"voyage-4","unit":"usd_per_million_tokens","amountUsd":0.06,"currency":"USD","sourceUrl":"https://docs.voyageai.com/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.06,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Price per million tokens column. Not an input/output split. Free-token allowances were not converted into a rate."},{"id":"voyage-voyage-4-lite","providerId":"voyage","sku":"voyage-4-lite","unit":"usd_per_million_tokens","amountUsd":0.02,"currency":"USD","sourceUrl":"https://docs.voyageai.com/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.02,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Price per million tokens column. Not an input/output split. Free-token allowances were not converted into a rate."},{"id":"voyage-voyage-context-4","providerId":"voyage","sku":"voyage-context-4","unit":"usd_per_million_tokens","amountUsd":0.12,"currency":"USD","sourceUrl":"https://docs.voyageai.com/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.12,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Price per million tokens column. Not an input/output split. Free-token allowances were not converted into a rate."},{"id":"voyage-voyage-code-4","providerId":"voyage","sku":"voyage-code-4","unit":"usd_per_million_tokens","amountUsd":0.12,"currency":"USD","sourceUrl":"https://docs.voyageai.com/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.12,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Price per million tokens column. Not an input/output split. Free-token allowances were not converted into a rate."},{"id":"voyage-rerank-3","providerId":"voyage","sku":"rerank-3","unit":"usd_per_million_tokens","amountUsd":0.05,"currency":"USD","sourceUrl":"https://docs.voyageai.com/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.05,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Price per million tokens column. Not an input/output split. Free-token allowances were not converted into a rate."},{"id":"voyage-rerank-3-lite","providerId":"voyage","sku":"rerank-3-lite","unit":"usd_per_million_tokens","amountUsd":0.02,"currency":"USD","sourceUrl":"https://docs.voyageai.com/docs/pricing","asOf":"2026-10-03","normalizationStatus":"sourced_token_price","normalizedUsdPerMillionTokens":0.02,"normalizationReason":null,"priceSortEligible":true,"qualifier":"Price per million tokens column. Not an input/output split. Free-token allowances were not converted into a rate."}],"notesExcerpt":"As of 2026-09-14 (docs.voyageai.com/docs/pricing): voyage-4-lite $0.02/1M, voyage-4 $0.06, voyage-4-large / voyage-context-4 / voyage-code-4 $0.12 (200M free tokens on those families). rerank-3 $0.05/1M and rerank-3-lite $0.02/1M (200M free). Batch API 33% off, 12h window; Files …","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://www.voyageai.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."},"links":{"jtbd":"/jtbds/batch-cheap-embeddings","jtbdApi":"/api/jtbds/batch-cheap-embeddings","leaderboard":"/api/leaderboards?jtbd=batch-cheap-embeddings","methodology":"/api/methodology","badge":"/api/badge?type=depot-pick&jtbd=batch-cheap-embeddings","decide":"/api/decide?jtbd=batch-cheap-embeddings","humanPage":"/jtbds/batch-cheap-embeddings","alternatives":"/api/alternatives?provider=voyage","canonical":"/api/canonical","quote":"/api/quote?jtbd=batch-cheap-embeddings","falsify":"/api/falsify?jtbd=batch-cheap-embeddings"},"constraintBundle":{"task":null,"jtbd":"batch-cheap-embeddings","quotaExhausted":[],"degraded":[],"healthy":[],"budgetUsd":null,"maxLatencyMs":null,"region":null,"privacy":null,"exit":[],"existing":[]},"stackContext":{"host":null,"framework":null,"repo":null,"lang":null,"existing":[],"volume":null,"sender":null,"detectedFromTask":[]},"keep":null,"contextAdvice":null,"communityFeedback":{"pickOnThisJob":{"failed":0,"degraded":0,"worked":0,"insights":0,"withVerifiedReceipt":0,"failureModes":{},"latestAt":null,"note":"Agent-reported claims (unverified unless a receipt is verified by Depot's re-check). They never change scores or picks."},"outcomes":{"job":{"n":0,"worked":0,"degraded":0,"failed":0,"failureModes":{},"verifiedReports":0,"contributors":0,"excluded":{"seed_editorial":0,"test":0,"notFeedback":0},"reason":"no_submitted_outcome_reports_yet"},"pick":{"providerId":"voyage","n":0,"worked":0,"degraded":0,"failed":0,"failureModes":{},"evidenceTiers":{"agent_claim":0,"self_declared":0,"reference_checked":0,"outcome_verified":0},"reason":"no_submitted_outcome_reports_yet"},"scoresMutated":false,"more":"/api/outcomes?jtbd=batch-cheap-embeddings"},"report":"POST /api/feedback {agentIdentity, outcome: failed|degraded|worked, detail, providerId, jtbdId, failureModeId?, receipt?}"}}