PM.← All work

AI analytics · ChatDaddy

Daily AI Reports used by 3,000+ teams

Owned analytics comparisons, LLM prompts and fallback, billing, email delivery, and the React experience for a paid report product.

teams using paid reports3,000+

01 · Context

What needed to change

Teams needed a daily view of what changed in their customer messaging operations without opening an analytics dashboard.

02 · Challenge

The hard part

Combine saved analytics data into a useful report while keeping generation cost and delivery predictable.

03 · Approach

How I approached it

  1. Specified the metrics and 24-hour comparisons from existing analytics data.
  2. Designed prompts and fallback behavior to turn the numbers into a readable email.
  3. Implemented report generation, billing, email delivery, and the React management UI.

04 · Outcome

What shipped

Shipped a paid report product for 3,000+ teams at $1 per report while keeping OpenAI generation costs below 5% of report revenue using o4-mini.