AI product teams are skipping critical eval steps, Shopify saw 68% cost savings

AI product teams are skipping critical eval steps, Shopify saw 68% cost savings

2h ago
Lenny's Newsletter AI SprinklerAS Gtm_strategy New

The Gist

  • Shopify used evals to build an AI workflow 2.2x faster and 68% cheaper than frontier models
  • Most teams skip critical eval steps and automate the wrong metrics
  • Hamel and Shreya offer a free plugin for automated eval heavy lifting

RevBots.ai View:

GTM teams bolting on AI features without proper evaluation systems are leaving cost savings and speed gains on the table.