What changed
AI teams increasingly need provider comparison pages tied to real workload assumptions.
The relevant question is not only which model is cheaper, but which model is cheaper for a specific workflow.
Batch pricing, caching, and context length can change the effective price.
Impact
SaaS founders should rerun provider comparisons before launching new pricing tiers.
Developers can route simple requests to cheaper models and reserve premium models for difficult tasks.
Procurement teams should compare monthly usage scenarios, not isolated token rates.