The Tokens Dashboard shows team-level token usage, model cost, delivery outcomes, and ticket-to-merge trends. In this lesson, you will 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 will 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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Output
The completed feature-brief.md is available in Project/Final.
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This content was released on Oct 15 2026. The official support period is 6-months
from this date.
Prepare to review a rough feature idea from product, design, and engineering perspectives before creating a feature brief.
Download course materials from Github
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