Lesson 2181 of 2244
AI for Equity Comp Modeling
Model equity compensation scenarios with AI for offers, refreshes, and exits — and verify every assumption with a real lawyer or CPA.
Adults & Professionals · AI for Finance · ~7 min read
The premise
Equity comp is mathematically dense and consequential to lives. AI can build the dilution and exit-payout models cleanly; the legal and tax structure assumptions are exactly the kind of thing you should not get from AI alone.
What AI does well here
- Model dilution across multiple funding scenarios
- Calculate exit payouts under different liquidation preferences
- Compare ISO vs. NSO tax outcomes at exercise
- Generate a clear one-pager for an offer letter recipient
What AI cannot do
- Render tax or securities-law advice
- Predict actual exit valuations
- Replace counsel for plan design or 409A valuation
Key terms in this lesson
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