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Case study 04 · Generative AI$ cat work/ai-summaries.md

AI summaries in documentation search

Role
Program owner
When
2025
With
Engineering, applied science
Status
Launched
On timecommitted launch date

01The problem

Developers searching AWS documentation often had to open several pages to piece together one answer.

Leadership had committed to an ease-of-use improvement for the year. Generative AI was the obvious tool, but a wrong answer on a customer-facing site is costly.

02The bet

  • Put an AI-generated summary at the top of search results.
  • I wrote the decision doc that set scope and trade-offs, and paired engineering with applied science on summary quality.
  • Roll out in phases and widen exposure only when quality held up.

03How I measured it

  • Each phase had a quality check before we widened it.
  • The leadership commitment had a fixed date, and we tracked against it from the start.

04The result

  • Delivered on the committed date.
  • Later AI summarization features on the documentation site were built on this work.
Contact

Let's talk shop.

I'm open to product roles, and happy to compare notes on AI products or developer docs. Email is the quickest way to reach me.