Finance & Accounting
Finance is where AI hype runs straight into the hardest constraints: auditability, regulation, and zero tolerance for a confident-but-wrong number. In our advisory work the pattern is consistent — the wins are rarely "replace the analyst." They're narrow, verifiable assists: reconciliation, anomaly flags, drafting the first version of a narrative a human signs off on.
The failures are just as predictable: anything that puts an unverifiable model number in front of a CFO or a regulator. So the useful question isn't "can AI do finance?" — it's "where can a model draft, and a human still own the figure?"
The ideas below are concepts our research council surfaced from real practitioner demand in finance and accounting. Each is scoped to keep a human in the loop where the money and the liability actually live — and most are small enough to prove in a focused prototype rather than a year-long platform bet.
