Galileo engineer uses Claude Code to slash engineering support requests by 90%

Galileo engineer uses Claude Code to slash engineering support requests by 90%

Apr 6, 2026
Lenny's Newsletter AI SprinklerAS Gtm_strategy

The Gist

  • Al Chen built a 16-line script (written by Claude Code) that pulls latest code from 15 repos daily
  • Combines code queries with Confluence docs and customer-specific quirks for hyper-personalized answers
  • Reduced engineering interruptions to near-zero by empowering customer teams to query code directly
Key Quotes

Your code is better documentation than your docs.

The human value-add is making AI answers sound human, and knowing when to validate.

Key Insights
  • Claude Code enables field engineers to query an entire codebase across multiple repositories, reducing reliance on outdated documentation and engineering interruptions.
  • Combining code repositories with Confluence and Slack allows for multi-source context, delivering more accurate and tailored answers to customer questions.
  • AI-generated answers can be made more customer-specific by referencing a 'customer quirks' page that details unique deployment requirements.
  • AI tools like Claude Code can turn Slack support threads into knowledge base articles automatically, creating more current and detailed resources than official documentation.
  • The human value-add in AI-generated responses lies in proofreading, condensing, and validating answers to ensure they meet customer needs and technical accuracy.
  • Using AI to enhance customer experience through tailored deployment documentation can create a competitive advantage that is harder to replicate than product features.
Actionable Takeaways
  • Integrate AI tools like Claude Code with code repositories, Confluence, and Slack to provide multi-source context for customer support.
  • Maintain a 'customer quirks' page to ensure AI-generated answers are tailored to specific customer deployment requirements.
  • Automate the conversion of Slack support threads into knowledge base articles to keep documentation current and detailed.
  • Proofread and validate AI-generated responses to ensure they are technically accurate and meet customer needs.
Data Points
  • 90% (Reduction in engineering support requests after implementing Claude Code)
  • 15 (Number of repositories integrated into Claude Code for querying)
  • 16-line script (Script written by Claude Code to pull the latest code from all repositories daily)

RevBots.ai View:

This is peak AI Sprinkler: bolting AI onto existing workflows creates real efficiency gains but doesn't fundamentally transform the revenue model.