Define the economic event
McKinsey State of AI 2025 is relevant because AI value is tied to workflow redesign and scaled operating practices. For document intake, the economic event is not extraction accuracy by itself. It is a faster, cleaner handoff into underwriting, quoting, onboarding, support, finance, or compliance.
IBM Institute for Business Value AI capabilities research supports measuring the capability system around the model: data quality, operating model, adoption, and measurement. An ROI case should start with current intake volume, queue age, exception categories, rework, and downstream delay.
Measure exceptions before savings
NIST AI Risk Management Framework gives the control structure for document workflows: map use context, measure failure modes, manage controls, and govern accountability. That matters when documents contain customer data, contract terms, pricing, claims, or regulated records.
Microsoft 365 Copilot data protection architecture matters when documents live in shared drives, email, collaboration tools, and enterprise repositories. ROI estimates should include permission cleanup and audit requirements, because a fast intake workflow with weak access control is not production-ready.
Convert the pilot into an operating case
PwC 2025 Responsible AI survey reinforces that governance has to be embedded where build and rollout decisions happen. The pilot should produce a baseline, a production acceptance threshold, an exception-review cadence, and a named owner for benefits realization.
Use the AI ROI Calculator and Human Renaissance AI transformation services to measure document intake value without relying on soft savings.
