What changed
Builders are evaluating next-generation model budgets earlier in the product cycle.
Cost planning now needs stress cases for long context, agent loops, and high-volume usage.
Calculator-based estimates are safer than static price claims when market pricing is still moving.
Impact
AI SaaS teams should model cost per active user before setting pricing tiers.
Developers should compare premium-model paths against cheaper fallback paths.
Frequent background jobs may matter more than visible chat interactions.