Vector & Hybrid Search
Dense embeddings fused with keyword and metadata filters to retrieve the right passage every time.

We build retrieval systems that let AI answer from your real documents — accurately, with citations, and always up to date.
Production-grade rag systems, engineered and shipped by one accountable team.
Dense embeddings fused with keyword and metadata filters to retrieve the right passage every time.
Structure-aware chunking, hierarchical indexes, and re-ranking that preserve meaning across long documents.
Every answer links back to source passages so users can trust and verify what the AI tells them.
Incremental ingestion pipelines keep your knowledge base fresh as documents and records change.
Row and document-level permissions ensure users only retrieve what they are authorized to see.
Recall, precision, and faithfulness metrics catch drift before it reaches your users.
A transparent, low-risk path — validated on your data before you commit.
We inventory your data sources, formats, and access rules to design the right ingestion architecture.
We build parsing, chunking, embedding, and indexing pipelines tuned to your content and query patterns.
We optimize search, re-ranking, and prompt assembly against a labeled eval set for maximum accuracy.
We deploy with usage analytics and quality dashboards, then refine retrieval from real user questions.
Context windows are limited and expensive at scale. Retrieval fetches only the most relevant passages, which improves accuracy while cutting cost and latency.
PDFs, Office files, wikis, databases, SharePoint, Google Drive, Slack, ticketing systems, and custom APIs — we build connectors for whatever you use.
Our ingestion pipelines sync incrementally and version content, so retrieved answers always reflect the latest approved sources.
Yes. We enforce document and row-level access at retrieval time so answers never leak content a user cannot access.
Tell us your challenge. We'll come back with a concrete, no-obligation plan and a live demo of what's possible for your team.
120+ teams shipped across 6 industries
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