A complete platform for capturing, understanding, and surfacing your organization's collective intelligence.
Changes propagate instantly across all systems
Deploy in US, EU, or your own infrastructure
SOC 2 Type II, HIPAA, GDPR ready
Deploy on your own cloud or ours
Simple to use, powerful underneath. Your team gets answers while we handle the complexity.
Update a document and your AI knows immediately. No manual refresh, no stale answers, no "did you try reindexing?"
Need to know what your AI knew last month? Just add a date to your search. Perfect for audits and compliance.
Your data stays in formats you control. Export everything, use any analytics tools, switch anytime.
Lock you into their ecosystem, charge per compute unit, hard to leave
Open standards (Apache Iceberg), export anytime, BYO infrastructure
Require constant syncing, data can get out of date, extra complexity
Embeddings stored in Iceberg tables, always current, one system to manage
Search layer only — you don't own the data, per-seat pricing
Full platform you control, own your data, predictable pricing
Single-purpose tools that don't scale with documents
Unified platform — documents, knowledge graph, and hybrid search
| Feature | Lakehouse | Legacy Search | Basic RAG |
|---|---|---|---|
| Hybrid 3-way retrieval (dense + sparse + BM25) | |||
| Open table format (Apache Iceberg) | |||
| Time-travel queries | |||
| 100+ language support | |||
| Cited AI responses | |||
| Multi-modal document parsing | |||
| BYO infrastructure | |||
| Real-time analytics | |||
| No vendor lock-in | |||
| SOC 2 Type II Ready |
Start your free trial today. No credit card required.