/ WIT OS / Astute RAG
Retrieval that actually cites.
Most RAG returns a chunk and a prayer. Astute returns ranked, deduplicated, conflict-reconciled passages with citations to source — and a separate stream of MITRE ATT&CK-aware context for security workflows.
- MITRE ATT&CK-aware ranking and tagging
- Conflict reconciliation across contradictory sources
- First-class citations on every passage
- Five n8n workflows for ingest, refresh, dedup, hunt, and brief

/ What you get
Everything you need. Nothing you don't.
Hybrid retrieval
Vector + lexical + structured filters. Recall stays high; precision doesn't fall off a cliff at scale.
MITRE-aware tagging
Every passage tagged to ATT&CK techniques and tactics. Security agents query intent, not keywords.
Conflict reconciliation
Two sources disagree? Astute surfaces both, ranks by recency and authority, and flags the conflict for the agent.
Cited passages
Every retrieved passage carries a citation back to source — document, page, and span. Auditable end-to-end.
Hunt-ready briefs
Pre-built workflows convert daily intel into ready-to-run hunt hypotheses for your SOC.
Multi-corpus
Mix global threat intel, vendor docs, your own runbooks, and case history — under one query layer.
Ready to run on WIT OS?
Talk to the team about a managed deployment, a pilot, or a custom agent — we typically respond within an hour.