{"jtbdId":null,"categoryId":"cat-vector-memory","sort":"overall","minConfidence":"low","region":null,"asOf":"2026-10-19","freshness":{"scoreAsOfMin":"2026-09-14","scoreAsOfMax":"2026-10-19","contractAsOf":"2026-10-03","note":"asOf values come from each row's scores.asOf. They are not a live price or latency pull."},"rankContract":{"style":"editorial_weighted","notAnElo":true,"notComparableTo":["lmarena_elo","artificial_analysis_intelligence_index","openrouter_throughput_p50"],"sortMeans":"Higher catalog score first within this JTBD or category. Not cross-category comparable."},"priceSort":{"available":true,"param":"sort=price","direction":"ascending_cheapest_sourced_input_first","coverage":{"considered":32,"withSourcedInputTokenPrice":1,"excludedFromPriceSort":31,"label":"1 of 32 candidates have a sourced chat input $/1M; 31 candidates excluded from sort=price. Browser hours are not included."}},"unavailableFilters":[{"name":"throughput","reason":"No measured tokens/sec in this catalog. Do not invent TTFT."},{"name":"context_length","reason":"No structured context-window field yet. See research/gaps.md."}],"scoring":{"scale":"0-10","lockInRisk":"higher = more lock-in / worse; overall uses 10-lockInRisk","formula":"overall = 0.25*capabilityFit + 0.18*pricePerformance + 0.15*latencyReliability + 0.15*developerDx + 0.10*privacyPosture + 0.07*(10-lockInRisk) + 0.10*maturity. Raw lockInRisk stays higher=worse; only the aggregate inverts."},"results":[{"rank":1,"providerId":"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.","status":"active","categoryIds":["cat-vector-memory","cat-auth-payments","cat-object-storage"],"regions":["global"],"overall":8.64,"scores":{"capabilityFit":8.5,"pricePerformance":9,"latencyReliability":8.6,"developerDx":9.4,"privacyPosture":8,"lockInRisk":3,"maturity":9,"overall":8.64,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Supabase: https://supabase.com","pgvector: https://github.com/pgvector/pgvector"],"notes":"Depot default for most agent apps under ~25–50M vectors. Don't add Pinecone until Postgres actually hurts."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":2,"providerId":"qdrant","slug":"qdrant","name":"Qdrant","tagline":"Depot pick for serious vector workloads with filters. Self-host or Cloud — either way you can leave.","status":"active","categoryIds":["cat-vector-memory"],"regions":["global","eu","us"],"overall":8.59,"scores":{"capabilityFit":9.2,"pricePerformance":8.8,"latencyReliability":8.6,"developerDx":8.4,"privacyPosture":8.2,"lockInRisk":3,"maturity":8.5,"overall":8.59,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-19","sources":["Qdrant: https://qdrant.tech"],"notes":"Depot pick for serious vector workloads with filters. Self-host or Cloud — either way you can leave."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":3,"providerId":"neon","slug":"neon","name":"Neon","tagline":"Excellent serverless Postgres for agent apps that want branching + pgvector without Supabase's full BaaS.","status":"active","categoryIds":["cat-vector-memory","cat-object-storage"],"regions":["global","us","eu"],"overall":8.59,"scores":{"capabilityFit":8.6,"pricePerformance":8.8,"latencyReliability":8.6,"developerDx":9.4,"privacyPosture":8.2,"lockInRisk":3,"maturity":8.5,"overall":8.59,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Neon: https://neon.tech"],"notes":"Excellent serverless Postgres for agent apps that want branching + pgvector without Supabase's full BaaS."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":4,"providerId":"upstash-redis","slug":"upstash-redis","name":"Upstash Redis","tagline":"Default serverless-edge-redis. Use classic Redis Cloud when you need always-on fat memory / Redis modules…","status":"active","categoryIds":["cat-vector-memory"],"regions":["global","us","eu"],"overall":8.49,"scores":{"capabilityFit":8.4,"pricePerformance":9,"latencyReliability":8.6,"developerDx":9.2,"privacyPosture":7.8,"lockInRisk":3.5,"maturity":8.6,"overall":8.49,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Upstash Redis pricing: https://upstash.com/pricing/redis","Upstash Redis: https://upstash.com/redis"],"notes":"Default serverless-edge-redis. Use classic Redis Cloud when you need always-on fat memory / Redis modules; QStash for queues; Vector for embeddings."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":5,"providerId":"motherduck","slug":"motherduck","name":"MotherDuck","tagline":"Depot pick when the agent needs SQL warehouse context (analytics, DuckLake/Iceberg, shared Guides). Snowflake…","status":"active","categoryIds":["cat-vector-memory","cat-cpu-compute"],"regions":["us","eu","global"],"overall":8.44,"scores":{"capabilityFit":8.8,"pricePerformance":8.6,"latencyReliability":8.6,"developerDx":9,"privacyPosture":8.5,"lockInRisk":4.5,"maturity":8.2,"overall":8.44,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-19","sources":["MotherDuck pricing: https://motherduck.com/product/pricing/","MotherDuck billing docs: https://motherduck.com/docs/about-motherduck/billing/pricing/","MotherDuck: https://motherduck.com"],"notes":"Depot pick when the agent needs SQL warehouse context (analytics, DuckLake/Iceberg, shared Guides). Snowflake Cortex / Databricks Mosaic when the lakehouse is already the system of record."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":6,"providerId":"voyage","slug":"voyage","name":"Voyage AI","tagline":"Depot pick for RAG rerank. Keep Cohere as general embeddings default (enterprise + multilingual maturity)…","status":"active","categoryIds":["cat-inference-apis","cat-vector-memory"],"regions":["global","us"],"overall":8.4,"scores":{"capabilityFit":9.2,"pricePerformance":8.8,"latencyReliability":8.4,"developerDx":8.6,"privacyPosture":7.8,"lockInRisk":4.2,"maturity":7.8,"overall":8.4,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Voyage AI pricing: https://docs.voyageai.com/docs/pricing","Voyage AI: https://www.voyageai.com"],"notes":"Depot pick for RAG rerank. Keep Cohere as general embeddings default (enterprise + multilingual maturity); switch to Voyage when retrieval nDCG dominates and you want the cheap lite SKU + rerank-3 in one vendor."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":0.02,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":0.02,"skuId":null,"sku":null,"comparison":"min sourced input SKU among candidates; not quality-adjusted","usdPerMillionInputTokens":0.02}},{"rank":7,"providerId":"clickhouse-cloud","slug":"clickhouse-cloud","name":"ClickHouse Cloud","tagline":"Depot pick for agent-analytics-warehouse (event/log OLAP). MotherDuck remains sql-warehouse-agent-context for…","status":"active","categoryIds":["cat-vector-memory","cat-observability","cat-cpu-compute"],"regions":["global","us","eu"],"overall":8.38,"scores":{"capabilityFit":9,"pricePerformance":8,"latencyReliability":8.8,"developerDx":8.4,"privacyPosture":8.2,"lockInRisk":4.5,"maturity":9,"overall":8.38,"kind":"curated_estimate","confidence":"high","asOf":"2026-10-19","sources":["ClickHouse Cloud billing overview: https://clickhouse.com/docs/cloud/manage/billing/overview","ClickHouse pricing: https://clickhouse.com/pricing"],"notes":"Depot pick for agent-analytics-warehouse (event/log OLAP). MotherDuck remains sql-warehouse-agent-context for DuckDB-shaped app analytics; Snowflake/Databricks if already committed."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":8,"providerId":"meilisearch-cloud","slug":"meilisearch-cloud","name":"Meilisearch Cloud","tagline":"Typesense/Algolia peer for product + RAG hybrid search. Prefer Typesense when hourly HA clusters are clearer…","status":"active","categoryIds":["cat-search-scrape","cat-vector-memory"],"regions":["global","us","eu"],"overall":8.36,"scores":{"capabilityFit":8.4,"pricePerformance":8.6,"latencyReliability":8.4,"developerDx":9,"privacyPosture":7.8,"lockInRisk":2.8,"maturity":8.2,"overall":8.36,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Meilisearch pricing: https://www.meilisearch.com/pricing","Meilisearch: https://www.meilisearch.com"],"notes":"Typesense/Algolia peer for product + RAG hybrid search. Prefer Typesense when hourly HA clusters are clearer; Meilisearch for DX/OSS velocity."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":9,"providerId":"typesense-cloud","slug":"typesense-cloud","name":"Typesense Cloud","tagline":"Hybrid search peer when you want Algolia-like DX without per-request fees. Sample $0.03/hr floor pinned…","status":"active","categoryIds":["cat-search-scrape","cat-vector-memory"],"regions":["global","us","eu"],"overall":8.29,"scores":{"capabilityFit":8.4,"pricePerformance":8.6,"latencyReliability":8.4,"developerDx":8.6,"privacyPosture":7.8,"lockInRisk":3,"maturity":8.2,"overall":8.29,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Typesense Cloud pricing calculator: https://cloud.typesense.org/pricing/calculator","Typesense Cloud pricing: https://cloud.typesense.org/pricing","Typesense Cloud billing help: https://cloud-help.typesense.org/article/billing-process"],"notes":"Hybrid search peer when you want Algolia-like DX without per-request fees. Sample $0.03/hr floor pinned; always export the HA SKU you will actually run."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":10,"providerId":"planetscale","slug":"planetscale","name":"PlanetScale","tagline":"Serverless DB peer when branching DX matters. Prefer Neon/Supabase for default Postgres+pgvector agents…","status":"active","categoryIds":["cat-cpu-compute","cat-vector-memory"],"regions":["global","us","eu"],"overall":8.23,"scores":{"capabilityFit":8.6,"pricePerformance":7.4,"latencyReliability":8.8,"developerDx":9.2,"privacyPosture":8,"lockInRisk":4.8,"maturity":8.8,"overall":8.23,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["PlanetScale pricing.md: https://planetscale.com/pricing.md","PlanetScale pricing: https://planetscale.com/pricing","PlanetScale Postgres pricing docs: https://planetscale.com/docs/postgres/pricing"],"notes":"Serverless DB peer when branching DX matters. Prefer Neon/Supabase for default Postgres+pgvector agents; PlanetScale when Vitess/MySQL or schema-branch workflows dominate."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":11,"providerId":"turso","slug":"turso","name":"Turso","tagline":"Depot pick for edge/per-tenant SQLite agent state. Serverless Postgres pick stays Neon; hot KV stays Redis…","status":"active","categoryIds":["cat-vector-memory","cat-object-storage"],"regions":["global","us","eu"],"overall":8.22,"scores":{"capabilityFit":7.8,"pricePerformance":9,"latencyReliability":8.4,"developerDx":8.8,"privacyPosture":8.2,"lockInRisk":3.6,"maturity":8,"overall":8.22,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Turso pricing: https://turso.tech/pricing","Turso unlimited databases: https://turso.tech/blog/turso-now-includes-unlimited-databases-for-everybody","Turso: https://turso.tech"],"notes":"Depot pick for edge/per-tenant SQLite agent state. Serverless Postgres pick stays Neon; hot KV stays Redis; pgvector RAG stays Supabase."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":12,"providerId":"turbopuffer","slug":"turbopuffer","name":"Turbopuffer","tagline":"When your vector bill scares you and much of the corpus is cold, Turbopuffer is the interesting answer.","status":"active","categoryIds":["cat-vector-memory","cat-object-storage"],"regions":["us","global"],"overall":8.21,"scores":{"capabilityFit":8.6,"pricePerformance":9.4,"latencyReliability":8.2,"developerDx":8.5,"privacyPosture":7.8,"lockInRisk":4.5,"maturity":7,"overall":8.21,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["turbopuffer pricing: https://turbopuffer.com/pricing","turbopuffer pricing changelog: https://turbopuffer.com/docs/pricing-log","Turbopuffer: https://turbopuffer.com","Turbopuffer docs: https://turbopuffer.com/docs"],"notes":"When your vector bill scares you and much of the corpus is cold, Turbopuffer is the interesting answer."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":13,"providerId":"weaviate","slug":"weaviate","name":"Weaviate","tagline":"Best when hybrid search and modularity matter. Cloud for convenience; self-host when lock-in anxiety spikes.","status":"active","categoryIds":["cat-vector-memory"],"regions":["global","us","eu"],"overall":8.2,"scores":{"capabilityFit":8.8,"pricePerformance":7.5,"latencyReliability":8.4,"developerDx":8.2,"privacyPosture":8.2,"lockInRisk":3.5,"maturity":8.8,"overall":8.2,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Weaviate: https://weaviate.io"],"notes":"Best when hybrid search and modularity matter. Cloud for convenience; self-host when lock-in anxiety spikes."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":14,"providerId":"zilliz","slug":"zilliz","name":"Zilliz (Milvus)","tagline":"When you're truly at massive scale, Milvus/Zilliz earns its complexity. Don't start here for a chatbot MVP.","status":"active","categoryIds":["cat-vector-memory"],"regions":["global","us","cn"],"overall":8.16,"scores":{"capabilityFit":9.2,"pricePerformance":7.8,"latencyReliability":8.4,"developerDx":7.2,"privacyPosture":7.8,"lockInRisk":3.5,"maturity":8.8,"overall":8.16,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Zilliz: https://zilliz.com","Milvus: https://milvus.io"],"notes":"When you're truly at massive scale, Milvus/Zilliz earns its complexity. Don't start here for a chatbot MVP."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":15,"providerId":"convex","slug":"convex","name":"Convex","tagline":"Great TS agent product backend when you want reactive state+actions together. Prefer Supabase/Neon when…","status":"active","categoryIds":["cat-cpu-compute","cat-vector-memory"],"regions":["global","us"],"overall":8.15,"scores":{"capabilityFit":8.6,"pricePerformance":8,"latencyReliability":8.6,"developerDx":9.2,"privacyPosture":7.8,"lockInRisk":6.2,"maturity":8.4,"overall":8.15,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Convex pricing: https://www.convex.dev/pricing","Convex: https://www.convex.dev"],"notes":"Great TS agent product backend when you want reactive state+actions together. Prefer Supabase/Neon when SQL/pgvector portability matters more than reactivity."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":16,"providerId":"upstash-vector","slug":"upstash-vector","name":"Upstash Vector","tagline":"Prototype/edge RAG peer when you already on Upstash. Prefer Qdrant/Pinecone for serious filtered production…","status":"active","categoryIds":["cat-vector-memory"],"regions":["us","eu"],"overall":8.15,"scores":{"capabilityFit":7.8,"pricePerformance":9,"latencyReliability":8.4,"developerDx":9,"privacyPosture":7.6,"lockInRisk":3.8,"maturity":7.8,"overall":8.15,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Upstash Vector pricing: https://upstash.com/pricing/vector","Upstash Vector: https://upstash.com/vector"],"notes":"Prototype/edge RAG peer when you already on Upstash. Prefer Qdrant/Pinecone for serious filtered production; Turbopuffer for cold billion-scale."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":17,"providerId":"cognee","slug":"cognee","name":"Cognee","tagline":"Graph memory when documents→ontology matter. Zep for temporal bipartite graphs; Mem0 for simplest hosted…","status":"active","categoryIds":["cat-vector-memory"],"regions":["eu","global"],"overall":8.09,"scores":{"capabilityFit":8.4,"pricePerformance":8.8,"latencyReliability":7.6,"developerDx":8.2,"privacyPosture":8.5,"lockInRisk":3,"maturity":7,"overall":8.09,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Cognee pricing: https://www.cognee.ai/pricing","Cognee: https://www.cognee.ai"],"notes":"Graph memory when documents→ontology matter. Zep for temporal bipartite graphs; Mem0 for simplest hosted memory; Letta for stateful runtime (ex-MemGPT)."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":18,"providerId":"redis","slug":"redis","name":"Redis","tagline":"Use as agent hot memory/cache, not as your only 100M-vector archive.","status":"active","categoryIds":["cat-vector-memory"],"regions":["global"],"overall":8.07,"scores":{"capabilityFit":8.2,"pricePerformance":7,"latencyReliability":9,"developerDx":8.5,"privacyPosture":7.5,"lockInRisk":4,"maturity":9.6,"overall":8.07,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Redis: https://redis.io","Redis Cloud: https://redis.io/cloud/"],"notes":"Use as agent hot memory/cache, not as your only 100M-vector archive."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":19,"providerId":"elastic-serverless","slug":"elastic-serverless","name":"Elasticsearch Serverless","tagline":"Enterprise hybrid/vector search when already in Elastic. Prefer Typesense/Meilisearch/Algolia for product…","status":"active","categoryIds":["cat-search-scrape","cat-vector-memory","cat-observability"],"regions":["global","us","eu"],"overall":8.06,"scores":{"capabilityFit":9,"pricePerformance":6.8,"latencyReliability":9,"developerDx":7.6,"privacyPosture":8.4,"lockInRisk":5.5,"maturity":9.4,"overall":8.06,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Elasticsearch Serverless pricing: https://www.elastic.co/pricing/serverless-search","Elastic: https://www.elastic.co"],"notes":"Enterprise hybrid/vector search when already in Elastic. Prefer Typesense/Meilisearch/Algolia for product search defaults; OpenSearch self-host if you need classic nodes without Elastic licensing theater."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":20,"providerId":"duckdb","slug":"duckdb","name":"DuckDB (vector/extensions)","tagline":"Use for local analytics + light vector experiments. Production agent memory → pgvector/Qdrant/Mem0.","status":"active","categoryIds":["cat-vector-memory","cat-cpu-compute"],"regions":["global","us"],"overall":8,"scores":{"capabilityFit":6,"pricePerformance":9.5,"latencyReliability":7.5,"developerDx":8.5,"privacyPosture":9.5,"lockInRisk":2,"maturity":8.8,"overall":8,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["DuckDB: https://duckdb.org","DuckDB VSS: https://duckdb.org/docs/stable/extensions/vss","MotherDuck pricing: https://motherduck.com/product/pricing/"],"notes":"Use for local analytics + light vector experiments. Production agent memory → pgvector/Qdrant/Mem0."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":21,"providerId":"pinecone","slug":"pinecone","name":"Pinecone","tagline":"Still the zero-ops vector default. If you already run Postgres, try pgvector before paying Pinecone rents.","status":"active","categoryIds":["cat-vector-memory"],"regions":["us","eu"],"overall":7.95,"scores":{"capabilityFit":9,"pricePerformance":6.2,"latencyReliability":9,"developerDx":8.8,"privacyPosture":8,"lockInRisk":7,"maturity":9,"overall":7.95,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Pinecone: https://www.pinecone.io"],"notes":"Still the zero-ops vector default. If you already run Postgres, try pgvector before paying Pinecone rents."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":22,"providerId":"memobase","slug":"memobase","name":"Memobase","tagline":"Depot pick for portable/user-profile memory (MCP across Claude/ChatGPT/agents). Mem0 remains general…","status":"active","categoryIds":["cat-vector-memory"],"regions":["global","us","cn"],"overall":7.94,"scores":{"capabilityFit":8,"pricePerformance":9,"latencyReliability":7.4,"developerDx":8.6,"privacyPosture":8.2,"lockInRisk":4,"maturity":6.8,"overall":7.94,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Memobase: https://memobase.ai","Memobase docs: https://docs.memobase.io","memodb-io/memobase: https://github.com/memodb-io/memobase"],"notes":"Depot pick for portable/user-profile memory (MCP across Claude/ChatGPT/agents). Mem0 remains general hosted-agent-memory default; Zep for temporal graphs; Letta for MemGPT-style runtime."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":23,"providerId":"astra-db","slug":"astra-db","name":"DataStax Astra DB","tagline":"Managed vector peer for Cassandra estates / huge write scale. Depot defaults remain Supabase pgvector /…","status":"active","categoryIds":["cat-vector-memory"],"regions":["global","us","eu"],"overall":7.93,"scores":{"capabilityFit":8.4,"pricePerformance":7.4,"latencyReliability":8.8,"developerDx":7.6,"privacyPosture":8.2,"lockInRisk":5.2,"maturity":8.8,"overall":7.93,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Astra DB product/pricing: https://www.datastax.com/products/datastax-astra/pricing","DataStax Astra: https://www.datastax.com/products/datastax-astra"],"notes":"Managed vector peer for Cassandra estates / huge write scale. Depot defaults remain Supabase pgvector / Qdrant / Pinecone. Medium until RU card is as crisp as Pinecone."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":24,"providerId":"chroma","slug":"chroma","name":"Chroma","tagline":"Prototype on Chroma; graduate to Qdrant/pgvector/Pinecone before your corpus and QPS grow up.","status":"active","categoryIds":["cat-vector-memory"],"regions":["global"],"overall":7.88,"scores":{"capabilityFit":7.2,"pricePerformance":9,"latencyReliability":7,"developerDx":9.2,"privacyPosture":7.5,"lockInRisk":2.5,"maturity":7.5,"overall":7.88,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Chroma: https://www.trychroma.com","Chroma docs: https://docs.trychroma.com","Chroma Cloud: https://www.trychroma.com/cloud"],"notes":"Prototype on Chroma; graduate to Qdrant/pgvector/Pinecone before your corpus and QPS grow up."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":25,"providerId":"supermemory","slug":"supermemory","name":"Supermemory","tagline":"Managed context engine when you want memory without running a vector DB. Mem0 for simpler fact API; Cognee…","status":"active","categoryIds":["cat-vector-memory"],"regions":["global","us"],"overall":7.88,"scores":{"capabilityFit":8.4,"pricePerformance":7.8,"latencyReliability":8,"developerDx":8.8,"privacyPosture":8.2,"lockInRisk":5.5,"maturity":7.2,"overall":7.88,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Supermemory pricing: https://supermemory.ai/pricing/","Supermemory: https://supermemory.ai"],"notes":"Managed context engine when you want memory without running a vector DB. Mem0 for simpler fact API; Cognee for graph-native OSS."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":26,"providerId":"mongodb-atlas-vector","slug":"mongodb-atlas-vector","name":"MongoDB Atlas Vector Search","tagline":"Pick if Mongo is already your system of record. Otherwise pgvector/Qdrant are cleaner agent defaults.","status":"active","categoryIds":["cat-vector-memory"],"regions":["global"],"overall":7.87,"scores":{"capabilityFit":8,"pricePerformance":7.2,"latencyReliability":8.8,"developerDx":8,"privacyPosture":8,"lockInRisk":5.5,"maturity":9.4,"overall":7.87,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Atlas Vector Search: https://www.mongodb.com/products/platform/atlas-vector-search"],"notes":"Pick if Mongo is already your system of record. Otherwise pgvector/Qdrant are cleaner agent defaults."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":27,"providerId":"lancedb","slug":"lancedb","name":"LanceDB","tagline":"Great embedded/object-store vector layer. Pair with Mem0/Zep only if you need higher-level memory APIs.","status":"active","categoryIds":["cat-vector-memory","cat-object-storage"],"regions":["global","us"],"overall":7.78,"scores":{"capabilityFit":7.8,"pricePerformance":8.8,"latencyReliability":7.2,"developerDx":8.2,"privacyPosture":8,"lockInRisk":3.5,"maturity":6.8,"overall":7.78,"kind":"curated_estimate","confidence":"medium","asOf":"2026-09-14","sources":["LanceDB: https://lancedb.com","LanceDB docs: https://lancedb.github.io/lancedb/","LanceDB GitHub: https://github.com/lancedb/lancedb"],"notes":"Great embedded/object-store vector layer. Pair with Mem0/Zep only if you need higher-level memory APIs."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":28,"providerId":"mem0","slug":"mem0","name":"Mem0","tagline":"Default hosted agent memory bolt-on. Model retrieval volume carefully; self-host OSS if caps hurt.","status":"active","categoryIds":["cat-vector-memory"],"regions":["global","us"],"overall":7.59,"scores":{"capabilityFit":7.8,"pricePerformance":8,"latencyReliability":7.4,"developerDx":8.8,"privacyPosture":7,"lockInRisk":5,"maturity":7.2,"overall":7.59,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Mem0: https://mem0.ai","Mem0 pricing analysis 2026: https://memnode.dev/articles/mem0-pricing-free-tier-limits-2026","Memory providers 2026: https://www.developersdigest.tech/blog/best-ai-agent-memory-providers-2026"],"notes":"Default hosted agent memory bolt-on. Model retrieval volume carefully; self-host OSS if caps hurt."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":29,"providerId":"zep","slug":"zep","name":"Zep","tagline":"Pick when agents need temporal/entity graph memory, not just vector snippets. Mem0 for simpler recall.","status":"active","categoryIds":["cat-vector-memory"],"regions":["global","us"],"overall":7.44,"scores":{"capabilityFit":8.2,"pricePerformance":7,"latencyReliability":7.6,"developerDx":7.8,"privacyPosture":7.8,"lockInRisk":5.2,"maturity":7,"overall":7.44,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14","sources":["Zep: https://www.getzep.com","Zep / Graphiti: https://github.com/getzep/graphiti","Memory comparison 2026: https://devtoollab.com/blog/ai-agent-memory-platforms"],"notes":"Pick when agents need temporal/entity graph memory, not just vector snippets. Mem0 for simpler recall."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":30,"providerId":"letta","slug":"letta","name":"Letta Cloud","tagline":"Choose when the agent IS a long-lived stateful runtime. For bolt-on memory use Mem0/Zep.","status":"active","categoryIds":["cat-vector-memory","cat-sandboxes-browsers"],"regions":["global","us"],"overall":7.4,"scores":{"capabilityFit":8,"pricePerformance":7.8,"latencyReliability":7.2,"developerDx":8,"privacyPosture":7.2,"lockInRisk":5.5,"maturity":6.8,"overall":7.4,"kind":"curated_estimate","confidence":"medium","asOf":"2026-09-14","sources":["Letta: https://www.letta.com","Letta GitHub: https://github.com/letta-ai/letta","Memory providers 2026: https://www.developersdigest.tech/blog/best-ai-agent-memory-providers-2026"],"notes":"Choose when the agent IS a long-lived stateful runtime. For bolt-on memory use Mem0/Zep."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":31,"providerId":"databricks-mosaic","slug":"databricks-mosaic","name":"Databricks Mosaic AI","tagline":"Pick only when your data/platform already is Databricks. Otherwise Bedrock/Vertex or direct APIs.","status":"active","categoryIds":["cat-inference-apis","cat-train-finetune","cat-vector-memory"],"regions":["global","us"],"overall":7.11,"scores":{"capabilityFit":8.4,"pricePerformance":4.8,"latencyReliability":8.5,"developerDx":6.8,"privacyPosture":8.2,"lockInRisk":7.8,"maturity":8.8,"overall":7.11,"kind":"curated_estimate","confidence":"medium","asOf":"2026-09-14","sources":["Databricks Mosaic AI: https://www.databricks.com/product/machine-learning","Databricks pricing: https://www.databricks.com/product/pricing","AI-ready data platforms 2026: https://www.nx1.io/blog/top-ai-ready-data-platforms-enterprise-multi-cloud-2026"],"notes":"Pick only when your data/platform already is Databricks. Otherwise Bedrock/Vertex or direct APIs."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}},{"rank":32,"providerId":"snowflake-cortex","slug":"snowflake-cortex","name":"Snowflake Cortex","tagline":"Use when Snowflake already holds the data. Don't drag agent backends into Snowflake just for Cortex.","status":"active","categoryIds":["cat-inference-apis","cat-vector-memory"],"regions":["global","us"],"overall":7.1,"scores":{"capabilityFit":7.8,"pricePerformance":5.5,"latencyReliability":8.4,"developerDx":7,"privacyPosture":8.5,"lockInRisk":8,"maturity":8.6,"overall":7.1,"kind":"curated_estimate","confidence":"medium","asOf":"2026-09-14","sources":["Snowflake Cortex: https://www.snowflake.com/en/data-cloud/cortex/","Cortex docs: https://docs.snowflake.com/en/user-guide/snowflake-cortex/overview","AI-ready data platforms 2026: https://www.nx1.io/blog/top-ai-ready-data-platforms-enterprise-multi-cloud-2026"],"notes":"Use when Snowflake already holds the data. Don't drag agent backends into Snowflake just for Cortex."},"isDepotPick":false,"isRunnerUp":false,"sourcedInputUsdPerMillionTokens":null,"priceSort":{"skuKind":"chat_completion_input","unit":null,"amountUsd":null,"skuId":null,"sku":null,"comparison":"no matching sourced chat input $/1M; other units were not borrowed","usdPerMillionInputTokens":null}}],"quote":null,"editorialPriorAsOf":"2026-09-14","pricingLastVerifiedAt":"2026-10-27","jtbd":null,"jtbdAssumed":false,"assumptionNote":null,"defaultJtbd":"coding-agent","crossCategory":false,"note":"Cross-category / category-only board — overall scores are not comparable across categories."}