At a glance — Oct 2026
Updated 2026-10-27 · forward this page: /jtbds/self-host-vector#briefScores as of 2026-10-19 (8 days old).
- Depot Pick
- Qdrant · 8.57/10 for this job (curated estimate, high confidence)
capability + lockInRisk low + dx of ops.
- Runner-up
- Weaviate · 8.15/10
Scores higher than the pick on: Maturity / track record.
- When not to use the pick
- No ops appetite — Pinecone/Qdrant Cloud. Billion-scale specialized — Milvus/Zilliz.
- Lock-in / migration
- The pick has lower stored lock-in risk than runner-up Weaviate (3 vs 3.5). Pick exit signals: open source (provider tag `oss`). Self-host fallback listed for this job: Chroma, Qdrant, LanceDB.
- 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
- 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.
- 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.
- Non-determinism: Run the task more than once and compare the end state, not a single transcript. Record the trial count next to any success rate you cite.
- Schema drift: Validate every tool call and every loaded table against the current schema. Quarantine mismatches instead of coercing them.
- 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 self-host-vector: qdrant, scores as of 2026-10-19. Agents: GET /api/decide?jtbd=self-host-vector
Free Self-host vector DB options · for local-offline agents
Qdrant
capability + lockInRisk low + dx of ops.
Pricing (directional): Rust engine; open-source + Qdrant Cloud; excellent filtered ANN; competitive cloud pricing.
Lock-in risk: higher = more lock-in (worse). Overall already inverts this dimension.
Depot pick for serious vector workloads with filters. Self-host or Cloud — either way you can leave.
Quote for Self-host vector DB
Depot Pick stays Qdrant. Prices below are sourced SKU rows only (as of 2026-10-27). Input and output are not blended. GET /api/quote?jtbd=self-host-vector
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.
5 of 5 candidates have no sourced price row. 5 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
Weaviate
Best when hybrid search and modularity matter. Cloud for convenience; self-host when lock-in anxiety spikes.
Zilliz (Milvus)
When you're truly at massive scale, Milvus/Zilliz earns its complexity. Don't start here for a chatbot MVP.
Chroma
Prototype on Chroma; graduate to Qdrant/pgvector/Pinecone before your corpus and QPS grow up.
When NOT to use the top pick
No ops appetite — Pinecone/Qdrant Cloud. Billion-scale specialized — Milvus/Zilliz.
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 | QdrantDepot Pick | 8.6 | 9.2 | 8.8 | 8.6 | 8.4 | 2026-10-19 |
| 2 | Weaviate | 8.2 | 8.8 | 7.5 | 8.4 | 8.2 | 2026-09-14 |
| 3 | Zilliz (Milvus) | 8.1 | 9.2 | 7.8 | 8.4 | 7.2 | 2026-09-14 |
| 4 | Chroma | 7.9 | 7.2 | 9.0 | 7.0 | 9.2 | 2026-09-14 |
| 5 | LanceDB | 7.8 | 7.8 | 8.8 | 7.2 | 8.2 | 2026-09-14 |
Score methodology for this job
capability + lockInRisk low + dx of ops.
capabilityFit: 24%pricePerformance: 18%latencyReliability: 18%developerDx: 16%privacyPosture: 10%lockInRisk: 8%maturity: 6%