AI Application Liability Assessment

Vibe debt: the liability on your balance sheet that nobody has quantified yet.

Every AI-generated application your staff shipped without a security review is an unbooked liability. Breach costs, regulatory exposure, remediation budget — it’s all sitting off-balance-sheet right now. Vibe Debt puts a number on it before your auditors do.

Commission the Assessment How it works

Paid engagement required — no free audits. You get senior attention, not a sales funnel.

Quantify

Translate your AI-generated application portfolio into financial exposure: estimated breach cost, regulatory fine range, and remediation budget.

Disclose

Prepare board-ready documentation of known AI application risk — the kind your general counsel and audit committee will eventually ask for anyway.

Reduce

Prioritized liability reduction plan tied to financial impact, not just technical severity. CFO-readable, CTO-executable.

Commission the Vibe Debt Assessment

Paid engagement. We quantify your AI application liability in financial terms and deliver a board-ready risk disclosure package.

Commission the Assessment Schedule