Engineering discipline
Retrieval Infrastructure
Retrieval systems fail when access control and evaluation are treated as afterthoughts.
We design retrieval as a permission-aware system — not just a vector search layer.
Retrieval is not just about relevance. It must enforce access boundaries, measure quality, and remain observable under real usage.
What we build
- Ingestion pipelines with structured metadata extraction
- Chunking strategies aligned to document structure
- Permission-aware retrieval integrated with identity systems
- Evaluation harnesses with recall/precision tracking
Production properties
- Tenant and role-based access enforced at query time
- Measurable retrieval quality with regression validation
- Monitoring for latency, drift, and failure modes
- Auditability aligned with compliance requirements
Without this architecture
- Sensitive data exposure across tenants
- Retrieval quality degrades without detection
- No visibility into system performance
- Inability to validate or improve results
If your retrieval system is already in use, the risk is not retrieval — it's access control and correctness under real conditions.
We can assess sources, permissions, and evaluation criteria before build decisions are made. You'll leave with a clear picture of where your system will fail in production — and how to fix it.
No commitment required. You'll leave with a clear architectural assessment — whether we work together or not.