The Token Toll: AI Code Gen Costs

AI is powerful, but it's not free. We analyzed the "token spend" of developers using AI to build standard SaaS boilerplates.

The Findings


  • Initial Setup: ~200k tokens for basic structure and auth.

  • CRUD Generation: ~150k tokens per entity.

  • Refining Styles: ~300k tokens to get the UI "just right".

How CodeNx Solves This


By using deterministic templates for the boilerplate, CodeNx reduces your initial token spend by up to 95%. Save your AI tokens for what matters: your unique business logic.