Enterprise RAG that respects permissions
Grounded answers across your enterprise knowledge — with SSO, document-level access control, audit logging and evals — so RAG scales without leaking what it should not.
What this means for your enterprise
Enterprise RAG lives or dies on permissions. An assistant that surfaces a document to someone who should not see it is a security incident, not a feature. The hard part is not the LLM — it is enforcing access control through the entire retrieval pipeline.
We build RAG that honours your identity model end to end: SSO, document-level access control, and least-privilege connections to your sources. Retrieval is filtered by who is asking, so users only ever see what they are entitled to, and every query is audit-logged.
At enterprise scale you also need quality and cost under control. We bring eval suites that gate releases, observability for retrieval quality, and model routing and caching to keep spend predictable. The outcome is a knowledge layer your security and platform teams trust.
What we build
Permission-aware retrieval
Results filtered by the user's access so RAG never surfaces unauthorised content.
SSO integration
Single sign-on tied to your identity provider and existing permission model.
Multi-source ingestion
Connectors to your data warehouse, wikis, ticketing and SaaS document sources.
Eval & observability
Retrieval-quality evals and dashboards so accuracy is measured and monitored at scale.
Audit logging
Every query, user and source returned is logged for security and compliance.
Cost governance
Model routing and caching to keep token spend predictable across the organisation.
Implementation details
| Capability Parameter | System Specification |
|---|---|
| Access control | Document-level permissions enforced through the retrieval pipeline |
| Identity | SSO via your identity provider; least-privilege source connections |
| Sources | Data warehouse, wikis, ticketing, CRM and enterprise SaaS connectors |
| Quality | Retrieval-quality eval suites and observability dashboards |
| Security | SOC2-conscious design, audit logging, encryption in transit and at rest |
| Typical budget | ₹35L–₹50L+ / $35k–$60k+ depending on sources and governance |