Incentiv

Their entire revenue model depends on startups issuing ESOPs at scale — which worked brilliantly when everyone was throwing equity around like Diwali sweets. Claude can now model exit waterfalls and preference calculations from first principles, but the real problem is simpler: there's just less equity to manage when companies are cutting costs instead of cutting equity cheques.

Cap table modeling, liquidation preference calculations, and compliance tracking are exactly the kind of structured financial workflows that Claude handles effortlessly. The specialists who build these models are being replaced by AI that doesn't need three cups of coffee to remember what a drag-along clause does.

They have genuine regulatory depth — Indian ESOP compliance is genuinely complex, and years of customer cap table data creates switching costs that aren't purely frictional. But it's a moat around a shrinking lake: the switching cost of leaving Incentiv becomes irrelevant when companies stop granting new equity altogether.

Their blog is churning out ESOP taxation guides and exit waterfall explainers at a pace that suggests they know education is becoming their primary moat — smart positioning for when the software revenue gets squeezed, but also a tell that the core workflow is under pressure.

Managing equity survives, but managing equity at the scale that justified a dedicated platform doesn't. AI eliminates the complexity premium they charged for — when Claude can model your exit waterfall in real-time, you don't need a subscription to track equity that you're granting in homeopathic doses.