/ WIT OS / Astute RAG
Every department gets its own specialist.
Forget generic AI that confidently makes things up about your business. Astute RAG is a per-department knowledge engine — built, ingested, and continuously refreshed by our team — so finance gets a finance specialist, security gets a security specialist, sales gets a sales specialist, and every answer cites its source.
- Per-department Astute instance — finance, security, sales, support, legal, ops — each with its own corpus and tuning
- We do the heavy lifting: ingest, chunk, embed, refresh, deduplicate, conflict-reconcile, monitor
- Every answer cites the document, page, and span it came from — auditable end-to-end
- MITRE ATT&CK-aware ranking on the security corpus; domain-tuned ranking on every other one
/ What you get
Everything you need. Nothing you don't.
Per-department by design
Sales doesn't search HR's data. HR doesn't search support's tickets. Each department gets an isolated Astute corpus with its own access controls, vocabulary, and ranking heuristics.
Built and run by us
Our team handles the unsexy work — connector wiring, document chunking, embedding strategy, refresh cadence, drift monitoring, freshness scoring. Your team just asks questions.
Hybrid retrieval
Vector + lexical + structured filters. Recall stays high; precision doesn't fall off a cliff at scale.
Cited passages
Every retrieved passage carries a citation back to source — document, page, and span. Auditable end-to-end.
Conflict reconciliation
Two sources disagree? Astute surfaces both, ranks by recency and authority, and flags the conflict for the agent.
MITRE-aware tagging
On the security corpus, every passage tagged to ATT&CK techniques and tactics. Security agents query intent, not keywords.
Hunt-ready briefs
Pre-built workflows convert daily intel into ready-to-run hunt hypotheses for your SOC, sales briefings, account-research packs, and more.
Multi-corpus federation
Departments stay isolated, but a permitted query can federate across multiple corpora — with provenance preserved every step of the way.
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.
/ FAQ
Frequently asked questions
What is Astute RAG, and how is it different from generic vector search?
Astute is a retrieval-augmented generation engine purpose-built for high-stakes domains (security, compliance, healthcare). It scores sources for authority, recency, and relevance; identifies conflicts between retrieved documents; and provides reasoning over disagreement instead of synthesizing a hallucinated middle. It's MITRE ATT&CK-aware and ships with security/compliance domain ontologies.
How does conflict reconciliation work in Astute?
When retrieval surfaces contradictory evidence (e.g., one runbook says rotate the key, another says revoke the cert), Astute presents both with provenance, freshness, and authority weighting — and either lets the agent ask a clarifying question or surfaces the conflict to a human. Synthesizing a confident wrong answer is treated as a failure mode.
Can Astute index our private documents?
Yes. Customer corpora (runbooks, policies, prior incidents, architecture docs) are indexed alongside public threat intelligence. Access controls map to your existing IAM. Documents never leave the customer's chosen region.