AI Application Layer Closest to the End User

Conviction: 68% · Horizon: 3Y · 2026-08-10
The durable AI winner is the layer closest to the customer, not the model or the chip.

As models commoditize, economics accrue to products that sit on the customer relationship and use AI to underwrite, price, and serve at scale. Consumer insurance is a clean expression of that application-layer claim.

Instrument Side Target Reason
LMND Long Lemonade sits on the consumer interface of AI underwriting, so it can keep the economics as the model layer commoditizes and the winning layer is the one closest to the end user.

Themes

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