Claude in Excel is a feature. It is not the edge.
A model was always easy to build and easy to be wrong. Faster cells just get you to the wrong answer sooner.
The shift that matters is moving AI from builder to reviewer. Make it re-derive your math. Make it challenge the assumptions the valuation rests on. Make it tie every input back to the 10-K, the 10-Q, the earnings call.
The model is a draft argument. The job is to see whether it survives questions.
Human judges. AI builds.
Comment REVIEW and I will send the four-step tie-out workflow as a one-pager.
Educational only. Not investment advice.