Investor decks are designed to persuade. That is not a flaw, it is the format. So the worst thing you can do is hand the PDF to AI and ask "is this a good deal." Wrong job.
Instead, use AI to flatten the whole deck into one page you can interrogate. AI extracts the claims. You score the evidence.
The four axes:
1. Claim vs. source: every quantitative claim, and what each one actually cites. No source is a Yellow, not a fact. 2. Metric vs. definition: the headline number and the word in front of it. "Adjusted," "pro forma," and "run-rate" are definitions doing persuasion. 3. Best case vs. base case: what is reported versus what is projected. A forecast is an assumption wearing a chart's clothes. 4. The omission check: what a skeptic would expect to see that the deck left out. Net retention, cohort decay, concentration, the down quarter.
Then score each slide Green, Yellow, or Red. The Reds are not a conclusion. They are the questions you take to management.
Notice what the AI is not doing: it is not deciding if the deck is honest, what the company is worth, or what you should do. That stays with you.
Save this one and run it on your next deck.
Educational content only. Not investment advice, and not a recommendation to buy, sell, or hold any security. Wall Street Prompt. Always verify against the primary source filings.