Airweave
AI NativeContext retrieval for AI agents across apps & databases
Published Oct 6, 2026
| Starting Price | Free tier; entry paid tier at a low monthly price; mid-tier at a mid-monthly price (self-serve) | Per-seat monthly pricing at a mid-range level | Cloud DB pricing varies; DB-only options available |
| Primary Fit | Developers building agents needing unified multi-source retrieval and API/MCP access | Teams needing an end-user search/chat UI with enterprise permission features | Teams wanting maximum control and building custom ingestion/retrieval pipelines |
| Key Strength | Open-source with a managed option; agent-oriented API/MCP; connectors, sync, and retrieval in a single layer | Packaged UI and enterprise search features with permissioning focus | Flexibility and control; no vendor lock-in for retrieval layer |
| Key Weakness | Permissioning model and governance features are still maturing; indexing-based model has governance tradeoffs; self-serve tiers are not purely consumption-based | Per-seat pricing can be expensive at scale; primarily a UI-focused product rather than developer-first retrieval infra | Requires significant engineering effort (connectors, sync, chunking, ACL mapping, evaluation) |
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Airweave vs Onyx
Airweave vs Glean
Airweave vs DIY (LlamaIndex/LangChain + vector DB)