In this draft
The problem · The baseline · The review process · The outcome
A plausible answer is not audit evidence
A narrative generated by a model does not establish the sufficiency or appropriateness of evidence. Procedures, inputs and professional judgment remain necessary.
Preserve provenance
Record document versions, source locations, transformation rules and timestamps. Findings should be reproducible and reviewable.
Distinguish missing data from no finding
If a source is unavailable or coverage is incomplete, the outcome must explicitly reflect that limitation.
Keep qualified professionals accountable
Audit opinions and regulated conclusions require authorized practitioners and engagement-specific requirements.
Related solution
Explore the QuipeAI approach
Start with a scoped workflow and a responsible reviewer.
Learn more ↗Demonstration draft only. Not a legal, accounting or audit opinion. Sources and publication approval are pending.