AI Code Governance for Critical Software
Accept AI-generated code you can actually defend.
See exactly what an AI-generated change touched, what’s safe to move forward, and what still needs review, before it reaches production. Backed by a deterministic, source-derived record every reviewer can check for themselves.
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Delivered where a wrong line of code has real consequences
The hard part isn’t generation anymore
AI can generate code fast, whether it’s a legacy rewrite or today’s pull request. What stalls it is acceptance: proving the change is complete, traceable, and ready to move forward before it reaches production.
Acceptance built in, not scrambled together at the end.
Generation
Fast, and getting faster. Every AI coding tool already does this.
Acceptance
Complete, traceable, reviewable. This is where software change actually stalls.
From AI-generated diff to production acceptance
01
See what changed
Every AI-generated diff is traced back to the source, line by line, so nothing enters review as a black box.
02
Know what to trust
Each change is checked against a deterministic, source-derived evidence layer. What can’t be verified fails explicitly, not silently.
03
Accept with confidence
Reviewers get the evidence itself, not a summary of it, so they can check the record before a change is accepted into production.
Proof of accounting. Evidence of behavior.
Where the stakes are the highest
Banking and model risk
Federal and defense
Healthcare payer systems
Aerospace certification
See CodeIntent Studio
See what changed, before production acceptance.
See how Holonic traces and checks a real change, evidence included, in a live walkthrough with our team.
LLMs propose. Holonic verifies.