How I AI

How Amplitude built an internal AI tool that the whole company’s obsessed with (and how you can too) | Wade Chambers

195 snips
Aug 11, 2025
Wade Chambers, Chief Engineering Officer at Amplitude, discusses the creation of Moda, an internal AI tool that revolutionized data access and collaboration. He details how his team built it in just a few weeks and made it popular company-wide through social engineering techniques. Wade explains how product managers leverage AI for thematic analysis of customer feedback and describes a streamlined workflow that enhances efficiency. He also shares insights on how AI tools help engineering teams manage tech debt while promoting role-swapping to foster cross-departmental empathy.
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ADVICE

Favor Fast Internal Prototypes Over Premature Buy

  • Do prefer building simple internal AI tools when you can prototype fast and avoid overengineering.
  • Wade Chambers recommends pulling off-the-shelf pieces but keeping internal control for leverage.
ANECDOTE

From Friday Hack To Company-Wide Tool

  • Engineers at Amplitude built Moda in about three to four weeks of spare time.
  • Wade Chambers says a Friday demo became company-wide use within a week.
INSIGHT

Visibility Drives Internal Adoption

  • Make AI usage public inside communication channels so employees learn by example.
  • Wade Chambers found visible Slack queries made prompts and workflows contagious across teams.
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