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Best when hybrid search and modularity matter. Cloud for convenience; self-host when lock-in anxiety spikes.

Overall 8.2 (curated_estimate, high) · score asOf 2026-09-14 · last reviewed 2026-09-14. This is not an Elo and not a live price board. Provider · JSON

Jobs: rag-enterprise, managed-vector, self-host-vector, hybrid-search-rag, temporal-graph-memory, knowledge-graph-rag

ProviderWhy listedOverallΔ vs subjectasOf
Qdrant
Depot pick for serious vector workloads with filters. Self-host or Cloud — either way you can leave.
same_jtbd_pick, same_jtbd_runner · managed-vector, self-host-vector, hybrid-search-rag8.59high+0.392026-10-19
Cognee
Graph memory when documents→ontology matter. Zep for temporal bipartite graphs; Mem0 for simplest hosted…
same_jtbd_runner, same_jtbd_pick · temporal-graph-memory, knowledge-graph-rag8.09high-0.112026-09-14
Zep
Pick when agents need temporal/entity graph memory, not just vector snippets. Mem0 for simpler recall.
same_jtbd_pick, same_jtbd_runner · temporal-graph-memory, knowledge-graph-rag7.44high-0.762026-09-14
Cohere
Use for retrieval stacks (embed+rerank), not as your primary agent brain. Quietly excellent at enterprise RAG.
same_jtbd_pick · rag-enterprise7.95high-0.252026-10-19
Zilliz (Milvus)
When you're truly at massive scale, Milvus/Zilliz earns its complexity. Don't start here for a chatbot MVP.
same_jtbd_runner · managed-vector, self-host-vector, hybrid-search-rag8.16high-0.042026-09-14
Pinecone
Still the zero-ops vector default. If you already run Postgres, try pgvector before paying Pinecone rents.
same_jtbd_runner · rag-enterprise, managed-vector7.95high-0.252026-09-14
Supabase (pgvector)
Depot default for most agent apps under ~25–50M vectors. Don't add Pinecone until Postgres actually hurts.
same_jtbd_runner · hybrid-search-rag8.64high+0.442026-09-14
Meilisearch Cloud
Typesense/Algolia peer for product + RAG hybrid search. Prefer Typesense when hourly HA clusters are clearer…
same_jtbd_runner · hybrid-search-rag8.36high+0.162026-09-14
Typesense Cloud
Hybrid search peer when you want Algolia-like DX without per-request fees. Sample $0.03/hr floor pinned…
same_jtbd_runner · hybrid-search-rag8.29high+0.092026-09-14
Algolia
Enterprise product-search default. Prefer Typesense/OpenSearch when $/QPS dominates; vector DBs when pure…
same_jtbd_runner · hybrid-search-rag8.27high+0.072026-09-14
Upstash Vector
Prototype/edge RAG peer when you already on Upstash. Prefer Qdrant/Pinecone for serious filtered production…
same_jtbd_runner · managed-vector8.15high-0.052026-09-14
Elasticsearch Serverless
Enterprise hybrid/vector search when already in Elastic. Prefer Typesense/Meilisearch/Algolia for product…
same_jtbd_runner · hybrid-search-rag8.06high-0.142026-09-14

Prices are not ranked on this page. For a job, use the sourced quote (separate input and output rows, Depot Pick unchanged): rag-enterprise, managed-vector, self-host-vector, hybrid-search-rag.

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.