What leaves when the senior lender retires
The people who hold an institution's judgment are approaching retirement. Boards are investing in AI expertise while the knowledge AI would need is leaving with them.
Penomic Research newsletter
Definitions Matter
How finance teams make their own definitions, precedent and rules usable by AI. From Penomic's research team. Each issue takes one finding from our research, sets out the evidence with every source named, and ends with the moves and questions a leadership team can use that quarter.
Issues
Govern the agent through the institution's decision rights
The same instruction produces very different behavior across models, which means the controls that matter have to sit outside the model, in decision rights the institution already understands.
The private equity playbook nobody wrote down
Higher financing costs have shifted buyout returns from leverage and multiple expansion to operations. Firms have added operating capacity faster than the system that would make it repeatable.
Commercial credit is decided in the exceptions
Lenders report stable standards while terms move loan by loan. The judgment that prices those terms sits in precedent and exception logic that few institutions have written down, and it is exactly where AI in credit stops.
The model is no longer the decision that matters
Leading models now score within a few points of each other on financial work, at prices that differ by a factor of almost two hundred. What separates a defensible answer from a plausible wrong one is whether the institution has written down what its own terms mean.
Read the full research
Every issue draws on Penomic Research papers, free to read with every source cited.
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