The Metrics Brothers

ICONIQ State of AI: Bi-Annual Snapshot Report

Mar 2, 2026
A deep look at a bi-annual AI report from ~300 software leaders. They explore the shift from model races to durable, vertical applications and the importance of UX and workflows for differentiation. The conversation covers a projected gross-margin U-curve, rising R&D allocation to AI, and the move toward usage and outcome-based pricing models.
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INSIGHT

Vertical Applications Are Becoming The Default

  • Builders are favoring vertical AI applications over foundational models, with 69% building vertical apps and only 33% calling their product primarily a core model.
  • Ray notes verticals and application-layer differentiation (UX/workflows) now dominate product strategies in this survey.
INSIGHT

R&D Budgets Rapidly Shift Toward AI

  • Companies are reallocating R&D heavily to AI, with AI receiving 57% of R&D budgets (up from 38% two quarters earlier).
  • This shows legacy SaaS firms shifting investment toward AI product development rapidly across the sample.
ADVICE

Rebase Your P&L On Gross Profit Dollars

  • Build your P&L around gross profit dollars rather than revenue percentages when gross margins drop for AI products.
  • Dave's concrete tip: treat gross profit like revenue and set sales/marketing as percentages of gross profit, not top-line revenue.
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