Assurance · 7 min read · Rody Nigel, PhD
If preparing for an AI audit requires a project, the deployment was not governed in the first place. Continuous evidence changes the underlying economics of assurance.
Enterprises routinely budget for audit preparation as a discrete effort — weeks of evidence-gathering, interviews, and document reconstruction. That budget line, however reasonable it looks on a spreadsheet, is really a measurement of governance debt.
When approvals, control checks, and monitoring records are captured as work proceeds — the PMAIS default — audit preparation collapses into extraction. The question shifts from 'can we assemble this' to 'which subset do you need, and by when.'
Continuous evidence reduces the marginal cost of every subsequent audit, certification renewal, and client due-diligence questionnaire — and regulated enterprises face a steady stream of all three. An organization that reconstructs evidence each time pays the reconstruction cost repeatedly; an organization with continuous evidence pays it once, at the point of deployment.
Every PMAIS gate — Discovery, Risk & Compliance Mapping, Controlled Deployment, Monitoring & Governance, Continuous Audit — produces retained, dated, attributable artefacts as a normal by-product of the phase. Continuous Audit is not a final step; it is an ongoing state, with evidence extraction available on demand rather than assembled under time pressure.
Want to see what an audit-ready evidence trail looks like for your sector? Book a discovery call to map your current state against the five PMAIS gates.
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