Finance

Running controlled AI pilots in finance

AI is introduced first on low-stakes finance tasks so teams can test it safely, learn from failures, and build confidence before broader rollout.

Why the human is still essential here

Humans choose the pilot workflows, review results, and decide when the system is trustworthy enough to expand.

How people use this

Policy Q&A sandbox

Finance teams pilot AI on expense, procurement, or close-policy questions first because answers are easy to verify before expanding to higher-risk work.

Microsoft 365 Copilot / ChatGPT Enterprise

Single-entity AP coding pilot

A finance team tests AI on invoice coding for one business unit and routes low-confidence cases to humans to build trust safely.

Tipalti / Ramp Intelligence

Monthly commentary draft pilot

AI generates management-report commentary for one recurring report while controllers review every line before anything is shared.

Claude / Microsoft 365 Copilot

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