{"jtbd":{"id":"cheap-vector-scale","slug":"cheap-vector-scale","name":"Cost-efficient large vector corpora","shortName":"Cost-efficient large vector corpora","problemStatement":"Store/search very large or cold-heavy vector sets without Pinecone-scale bills."},"pick":{"id":"turbopuffer","slug":"turbopuffer","name":"Turbopuffer","tagline":"When your vector bill scares you and much of the corpus is cold, Turbopuffer is the interesting answer.","website":"https://turbopuffer.com","overall":8.23,"scoreBand":{"low":7.6,"mid":8.2,"high":8.8,"halfWidth":0.6,"basis":"editorial_prior","display":"7.6–8.8 (editorial prior)"},"scoreLayers":{"editorialPrior":8.23,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"As of 2026-10-24 (turbopuffer.com/pricing, fetched 2026-10-24): Usage-based with plan minimums: launch '$16/month minimum usage', scale '$256/month minimum usage', enterprise '>= $4,096/month' with '35% usage premium'. 'You'll pay for actual usage beyond the minimum.' 'Unused amounts don't roll over to the next month.' Calculator rates: 'Storage ≤ $0.33 per GB', 'Writes ≤ $2.00 per GB', 'Queries ≤ $1.00 per PB', billed on logical bytes. Queries: 'an 80% marginal discount on data queried between 32 GB and 128 GB, and a 96% marginal discount on data queried beyond 128 GB'; writes: 'Every write is billed at least 10 KB', batch write discount up to 50% ('reaches 50% at approximately 3.2 MB'). Scale adds 'HIPAA-ready BAA' and 'Single Sign-On (SSO)'; enterprise adds 'Uptime SLA 99.95%' and 'BYOC'. No free tier ('we have chosen a commercial-only model').","scores":{"capabilityFit":8.6,"pricePerformance":9.4,"latencyReliability":8.2,"developerDx":8.5,"privacyPosture":7.8,"lockInRisk":4.5,"maturity":7,"overall":8.23,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},"runnersUp":[{"id":"qdrant","slug":"qdrant","name":"Qdrant","tagline":"Depot pick for serious vector workloads with filters. 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Don't start here for a chatbot MVP.","website":"https://zilliz.com","overall":8.1,"scoreBand":{"low":7.5,"mid":8.1,"high":8.7,"halfWidth":0.6,"basis":"editorial_prior","display":"7.5–8.7 (editorial prior)"},"scoreLayers":{"editorialPrior":8.1,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"Managed Milvus (Zilliz Cloud); open-source Milvus for self-host; designed for large-scale ANN.","scores":{"capabilityFit":9.2,"pricePerformance":7.8,"latencyReliability":8.4,"developerDx":7.2,"privacyPosture":7.8,"lockInRisk":3.5,"maturity":8.8,"overall":8.1,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},{"id":"supabase-pgvector","slug":"supabase-pgvector","name":"Supabase (pgvector)","tagline":"Depot default for most agent apps under ~25–50M vectors. Don't add Pinecone until Postgres actually hurts.","website":"https://supabase.com","overall":8.61,"scoreBand":{"low":8,"mid":8.6,"high":9.2,"halfWidth":0.6,"basis":"editorial_prior","display":"8.0–9.2 (editorial prior)"},"scoreLayers":{"editorialPrior":8.61,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"Postgres + pgvector + Auth + Storage; usage on compute/storage; free tier. Vectors hitchhike on Postgres.","scores":{"capabilityFit":8.5,"pricePerformance":9,"latencyReliability":8.6,"developerDx":9.4,"privacyPosture":8,"lockInRisk":3,"maturity":9,"overall":8.61,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},{"id":"upstash-vector","slug":"upstash-vector","name":"Upstash Vector","tagline":"Prototype/edge RAG peer when you already on Upstash. 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Bandwidth free to 200GB then $0.03/GB.","scores":{"capabilityFit":7.8,"pricePerformance":9,"latencyReliability":8.4,"developerDx":9,"privacyPosture":7.6,"lockInRisk":3.8,"maturity":7.8,"overall":8.17,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}}],"scoreBand":{"low":7.6,"mid":8.2,"high":8.8,"halfWidth":0.6,"basis":"editorial_prior","display":"7.6–8.8 (editorial prior)"},"scoreLayers":{"editorialPrior":8.23,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"whyPickOverHigherScore":{"pickId":"turbopuffer","pickName":"Turbopuffer","pickScore":8.23,"highestScoredCandidateId":"supabase-pgvector","highestScoredCandidateName":"Supabase (pgvector)","highestScore":8.61,"pickHasLowerCompositeScore":true,"delta":-0.38,"pickLeadsOnDimensions":["capabilityFit (8.6 vs 8.5)","pricePerformance (9.4 vs 9)"],"explanation":"Turbopuffer (8.23) is the editorial pick for Cost-efficient large vector corpora over higher-composite Supabase (pgvector) (8.61) because composite scores are provider-wide priors while Turbopuffer wins on capabilityFit (8.6 vs 8.5), pricePerformance (9.4 vs 9): pricePerf at scale + capability."},"cheapest":null,"recommendedWorkloadQuote":null,"representativeQuote":null,"estimatedTaskCost":null,"freeAlternatives":[],"referenceDocs":[],"falsification":{"jtbdId":"cheap-vector-scale","jtbdName":"Cost-efficient large vector corpora","currentPickId":"turbopuffer","currentPickScore":8.23,"challengerId":"qdrant","challengerScore":8.57,"currentScoreGap":0.34,"minVerifiedOutcomes":10,"requiredOutcomeMargin":0.49,"requiredSuccessRateDelta":0.15,"maxPickPriceIncreasePct":25,"whatWouldChangePick":["Qdrant (qdrant) outperforms Turbopuffer (turbopuffer) by >= 0.49 outcome points (or >= 15% worked-rate delta) across >= 10 Countersign-verified production outcomes.","A verified price increase > 25% on Turbopuffer's representative SKU for cheap-vector-scale without a corresponding capability gain.","Live caller rail exhaustion (?exhausted=turbopuffer) or sustained >= 30% degraded/failed rate in verified production outcomes."],"frozenHoldoutPolicy":{"holdoutSplit":"20% frozen benchmark holdout tasks + 80% live production outcome receipts","requireCountersignReceipt":true,"requiredEvidenceTiers":["outcome_verified","reference_checked"],"minDistinctContributors":2,"antiGamingRule":"Unverified self-reports and seed/editorial rows never mutate picks or scores."},"triggers":[{"kind":"verified_outcomes_outperformance","challengerId":"qdrant","minVerifiedOutcomes":10,"requiredOutcomeMargin":0.49,"requiredWorkedRateDelta":0.15},{"kind":"verified_price_increase","providerId":"turbopuffer","maxPriceIncreasePct":25},{"kind":"live_rail_exhaustion_or_degradation","providerId":"turbopuffer","immediateOverrideUrl":"/api/decide?jtbd=cheap-vector-scale&exhausted=turbopuffer"}],"submissionSpec":{"falsifyEndpoint":"/api/falsify?jtbd=cheap-vector-scale","outcomesEndpoint":"POST /api/feedback","correctionsEndpoint":"POST /api/corrections","payloadTemplate":{"agentIdentity":"agent:<your-agent-id>","jtbdId":"cheap-vector-scale","providerId":"qdrant","outcome":"worked","detail":"Comparative production evaluation on cheap-vector-scale (n>=10 tasks) with Countersign receipt.","confidence":"high","receipt":{"countersign":{"claim_id":"cs-00000000","status":"verified","evidence_tier":"outcome_verified","counts_as_verified":true}}}}},"whatWouldChangePick":["Qdrant (qdrant) outperforms Turbopuffer (turbopuffer) by >= 0.49 outcome points (or >= 15% worked-rate delta) across >= 10 Countersign-verified production outcomes.","A verified price increase > 25% on Turbopuffer's representative SKU for cheap-vector-scale without a corresponding capability gain.","Live caller rail exhaustion (?exhausted=turbopuffer) or sustained >= 30% degraded/failed rate in verified production outcomes."],"routePlan":{"jtbdId":"cheap-vector-scale","primary":{"providerId":"turbopuffer","name":"Turbopuffer","overall":8.23,"scoreBand":{"low":7.6,"mid":8.2,"high":8.8,"halfWidth":0.6,"basis":"editorial_prior","display":"7.6–8.8 (editorial prior)"},"scoreLayers":{"editorialPrior":8.23,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","role":"primary","reason":"Editorial Depot Pick for Cost-efficient large vector corpora; 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