Claude · RAG
Answers from your own docs.
RAG-powered assistants on Notion, Drive, Confluence, SharePoint, and your intranet, with citations, permission-aware search, and Claude or GPT models tuned to your domain.
- Claude & GPT
- Permission-aware retrieval
- Cited by default
- Cited
- Every answer linked to source
- Permissioned
- Users only see what they can access
- Fresh
- Continuous re-index
- Evaluated
- Golden-set regression testing
The problem
Nobody can find anything. So they ask the same person, again.
Knowledge scattered
Docs live in Notion, Drive, Confluence, SharePoint, and a Slack channel from 2022. Search is useless.
Hallucinating chatbots
Off-the-shelf assistants confidently make things up because they aren't grounded in your data.
Permission problems
You can't roll out an assistant that shows a junior what the exec team wrote about them.
Stale answers
The bot pulls a two-year-old policy because nothing re-indexes when docs change.
The solution
A grounded, permission-aware assistant.
Multi-source ingestion
Connectors for Notion, Google Drive, Confluence, SharePoint, Slack, and custom sources.
Hybrid retrieval
Vector + keyword + reranking. Freshness rules so stale content is deprioritized.
Permission mirroring
Each user's ACLs enforced at query time, the assistant only sees what they can.
Cited answers
Every response links to source documents with confidence indicators.
What's included
What we build.
PILLAR 01
Ingestion & indexing
Every source, always fresh.
- Connectors for the major knowledge tools
- Chunking, embedding, and enrichment pipelines
- Continuous re-indexing on doc change
- Deletion and PII scrubbing
PILLAR 02
Retrieval
The right passage, every time.
- Hybrid vector + BM25 retrieval
- Reranking with cross-encoders
- Query rewriting and decomposition
- Freshness and authority signals
PILLAR 03
Answer generation
Grounded, cited, honest.
- Claude or GPT with structured prompts
- Citations rendered inline
- Refusal on low-confidence retrieval
- Follow-up and clarification flow
PILLAR 04
Access & governance
Safe to open to the whole company.
- Per-user ACL enforcement
- SSO and audit logging
- PII and secrets detection
- Golden test set and eval loop
Process
Four stages. Piloted before wide rollout.
- 01
Discover
Inventory sources, users, permissions, and the questions the assistant must answer.
- 02
Build
Ingestion, retrieval, and answer pipeline built with evaluation harness.
- 03
Pilot
Small user group with feedback loop. Prompt and retrieval tuned against real questions.
- 04
Scale
Company-wide rollout with monitoring, dashboards, and ownership.
READY WHEN YOU ARE
Turn your docs into an assistant.
Tell us where your knowledge lives. We'll come back with a RAG architecture within one business day.