Governed Agentic AI for Regulated Industries
Govern agentic AI deterministically,
not probabilistically
RAG solved retrieval. Guardrails solved safety. What's missing is a governed harness — one that mathematically enforces your domain's policies and produces auditable evidence trails that hold up under regulatory scrutiny.
The Problem
Why Governance Matters
A banking chatbot retrieves the right fee refund policy via RAG. The LLM reads it and responds: "We'll process your full refund immediately." The retrieval was correct. The response is wrong — the policy requires manager approval above $25. Better retrieval can't fix this. You need a governed harness.
How It Works
A Structured Governance Pipeline
Sits between LLM generation and response delivery. Four stages, fully auditable.
Claim Extraction
Extract individual verifiable claims from LLM responses. Each claim is checked independently — no hiding violations behind aggregate scores.
Policy Verification
Check each claim against structured domain rules. Rules are authored by compliance experts as configuration — no engineering sprints to update policies.
Knowledge Graph
Build and query structured knowledge graphs from your domain documentation. Purpose-built embeddings provide mathematically grounded semantic search.
Audit Trail
Every verification produces a complete decision record: claims extracted, rules matched, scores computed. Audit-native, not a logging afterthought.
Benchmarks
Wins All Three Benchmarks
Knowlytix's structured governance beats LLM-as-judge across standard NLP verification benchmarks, with reproducibility and full auditability.
| Dataset | Published SOTA | LLM-as-Judge | Knowlytix | vs LLM-Judge |
|---|---|---|---|---|
| FEVER | 80.2% | 77.3% | 86.7% | +9.4pp |
| ContractNLI | ~87.5% | 93.1% | 94.0% | +0.9pp |
| FactCC | 72.9% | 91.7% | 92.1% | +0.4pp |
F1 score — balances catching correct claims with avoiding false ones.
Both pipelines use the same Qwen2 7B model locally. Read the full analysis →
Ready to deploy agentic AI you can govern?
Talk to us about a governed harness for your regulated AI deployment.