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Boards are asking about AI. Vendors are pitching it. Peers are claiming wins. But most finance teams are still spending the first week of every month assembling numbers before they can analyze anything — and AI layered on top of messy data isn't a shortcut, it's a liability.
Nidhi Shah (Global VP Finance, Level Access) has seen this play out for two decades across PE-backed mid-market companies — including KKR, H.I.G., and PSG portfolio companies — and the pattern holds: the finance teams that move fastest on AI are the ones that treated their data foundation as strategy, not cleanup.
At Level Access, a PE-backed company where board reporting, diligence readiness, and trust in the numbers aren't optional, she's putting that playbook to work. In this candid interview with Paul Barnhurst (The FP&A Guy), she'll share what she fixed first, what she's still deciding, where AI genuinely earns a place in her team's workflow, and how the finance org itself has to be built differently to make it stick.
CFOs, VPs of Finance, and FP&A leaders who feel the pressure to adopt AI but want to get the foundation right before they automate.
Nidhi Shah
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