The Tokens Dashboard shows team-level token usage, model cost, delivery outcomes, and ticket-to-merge trends. In this lesson, you’ll plan an AI Usage Insights feature that helps team leads interpret those patterns without judging individual developers or claiming that AI caused a particular outcome.
What you’ll do
Review the existing app and define the rough feature idea.
Ask AI to examine the idea from product, design, and engineering perspectives.
Accept, reject, or revise the recommendations after each review.
Turn the approved decisions into feature-brief.md.
Materials
Tokens Dashboard starter project
AI Planning Resources/Lesson Prompts/lesson-1-prompts.md
The optional product-lead, designer, and engineering-manager role guides in AI Planning Resources
An AI assistant that can inspect the project and work with Markdown
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