Answers
No. It is a triage and documentation layer; auditors still conclude on materiality, scope, and sign-off.
Reproducibility is the point: consistent rules, explainable flags, and complete logs support EQCR and inspection readiness.
Templates help but are fragile at scale. A pipeline reduces hand-offs, context switching, and missing evidence.
Yes. Many firms start by centralizing triage and evidence while keeping existing binders for planning forms—exporting packets back into familiar workpapers.
Pilot one FSLI with parallel manual vs triage-first review; measure review time per 1k rows and rework rate before expanding.
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