CAN I TRUST THE MATCHES?They're computed, not guessed.
Whether a CVE affects your version is decided by deterministic, vendor-aware version logic — the same result every time, reproducible and explainable. No probability, no hallucination in the answer that matters.
CAN THE AI MAKE THINGS UP?Not in the verdict.
The language model advises — it summarises impact and prioritises what to fix first. It cannot add, remove, or override a single match. Every claim it makes is checked back against a real, computed CVE before you ever see it.
IS MY DATA SEEN BY OTHER TENANTS?No — by construction.
Every query is scoped to your organisation on the server, not in the browser. We actively tried to reach across that boundary during our own security audit and could not. Isolation is enforced in code, not promised in a policy.
HOW DO YOU STOP QUALITY REGRESSING?Nothing ships past the gates.
Every change runs a regression suite and a benchmark against the authoritative CVE oracle, and every merge is blocked unless secret-scanning, dependency-auditing, and a real runtime build all pass. Green isn't a vibe — it's a gate.