At a glance — Oct 2026
Updated 2026-10-27 · forward this page: /jtbds/hybrid-search-rag#briefScores as of 2026-09-14 (43 days old; Depot marks scores stale after 30 days). The pick is still Depot's current editorial pick; it has not been re-reviewed since. Prices below carry their own dates.
- Depot Pick
- Weaviate · 8.20/10 for this job (curated estimate, high confidence)
capability hybrid search.
- Runner-up
- Qdrant · 8.60/10
Scores higher than the pick on: Capability fit, Price / performance, Latency / reliability, Developer & agent DX, Lock-in risk (higher = worse).
- When not to use the pick
- Simple semantic-only — Qdrant/pgvector.
- Lock-in / migration
- Runner-up Qdrant has lower stored lock-in risk (3 vs 3.5, 0–10, higher = more lock-in). Pick exit signals: open source (provider tag `oss`). Self-host fallback listed for this job: Qdrant.
- Sourced price (no comparable unit)
Pick: no sourced price in this job's unit (no_sourced_price).
No cheapest SKU (no_comparable_unit_for_job). No price was invented.
- Free option
- Qdrant (oss) — source, as of 2026-10-25
- Failure modes to watch
- Stale retrieval: Store the source URL and the time it was fetched. If a newer canonical page exists, or two stored sources disagree, do not answer from the older one.
- Context overflow: If the input exceeds the window, say so and retrieve a narrower slice. Do not answer from a truncated head as if it were the whole source.
- Eval contamination: Keep gold labels out of the agent prompt. Store the harness version beside the score. Do not compare a number across a benchmark revision without saying the revision changed.
- Lost in the middle: Ask the agent to name the passage it used. Spot-check questions whose only support sits in the middle of the context, not only at the edges.
- Policy conflict: If cited sources contradict each other, return the conflict and the URLs. Do not pick a winner silently.
- Silent truncation: Tools must return whether the payload was truncated and how long the original was. Fail the task if the answer depends on the missing span.
Cite: Agent Provider Depot, Depot Pick for hybrid-search-rag: weaviate, scores as of 2026-09-14. Agents: GET /api/decide?jtbd=hybrid-search-rag
Free Hybrid keyword + vector RAG options · for rag agents
Weaviate
capability hybrid search.
Pricing (directional): Open-source + Weaviate Cloud; modular vectorizers; hybrid search; usage/cluster pricing on cloud.
Lock-in risk: higher = more lock-in (worse). Overall already inverts this dimension.
Best when hybrid search and modularity matter. Cloud for convenience; self-host when lock-in anxiety spikes.
Quote for Hybrid keyword + vector RAG
Depot Pick stays Weaviate. Prices below are sourced SKU rows only (as of 2026-10-27). Input and output are not blended. GET /api/quote?jtbd=hybrid-search-rag
Nothing was compared. no comparable sourced unit for this job; chat input $/1M and other units were not borrowed pickIsPriceWinner is null.
Sourced price unavailable for the Depot Pick. No row in the pricing index.
9 of 9 candidates have no sourced price row. 9 are excluded from the Matching price comparison (none). no comparable sourced unit for this job; chat input $/1M and other units were not borrowed
Runners-up
Qdrant
Depot pick for serious vector workloads with filters. Self-host or Cloud — either way you can leave.
Supabase (pgvector)
Depot default for most agent apps under ~25–50M vectors. Don't add Pinecone until Postgres actually hurts.
Zilliz (Milvus)
When you're truly at massive scale, Milvus/Zilliz earns its complexity. Don't start here for a chatbot MVP.
Typesense Cloud
Hybrid search peer when you want Algolia-like DX without per-request fees. Sample $0.03/hr floor pinned…
Algolia
Enterprise product-search default. Prefer Typesense/OpenSearch when $/QPS dominates; vector DBs when pure…
Meilisearch Cloud
Typesense/Algolia peer for product + RAG hybrid search. Prefer Typesense when hourly HA clusters are clearer…
Elasticsearch Serverless
Enterprise hybrid/vector search when already in Elastic. Prefer Typesense/Meilisearch/Algolia for product…
When NOT to use the top pick
Simple semantic-only — Qdrant/pgvector.
Full ranking (score table)
Ranked with this JTBD's weights. Scores are curated estimates unless marked otherwise. Agents: prefer /api/decide then this table for tie-breaks.
| # | Provider | Overall | Fit | $/perf | Latency | DX | As of |
|---|---|---|---|---|---|---|---|
| 1 | Supabase (pgvector) | 8.6 | 8.5 | 9.0 | 8.6 | 9.4 | 2026-09-14 |
| 2 | Qdrant | 8.6 | 9.2 | 8.8 | 8.6 | 8.4 | 2026-10-19 |
| 3 | Meilisearch Cloud | 8.4 | 8.4 | 8.6 | 8.4 | 9.0 | 2026-09-14 |
| 4 | Typesense Cloud | 8.3 | 8.4 | 8.6 | 8.4 | 8.6 | 2026-09-14 |
| 5 | Algolia | 8.3 | 9.0 | 6.8 | 9.2 | 9.0 | 2026-09-14 |
| 6 | WeaviateDepot Pick | 8.2 | 8.8 | 7.5 | 8.4 | 8.2 | 2026-09-14 |
| 7 | Zilliz (Milvus) | 8.1 | 9.2 | 7.8 | 8.4 | 7.2 | 2026-09-14 |
| 8 | Elasticsearch Serverless | 8.0 | 9.0 | 6.8 | 9.0 | 7.6 | 2026-09-14 |
| 9 | Zep | 7.5 | 8.2 | 7.0 | 7.6 | 7.8 | 2026-09-14 |
Score methodology for this job
capability hybrid search.
capabilityFit: 28%pricePerformance: 16%latencyReliability: 14%developerDx: 18%privacyPosture: 8%lockInRisk: 8%maturity: 8%