The Velocity Lab

What to Say When the Board Asks About AI


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Episode Summary

Dave and Dan walk through the questions a board or executive will ask about AI — from inventory and tooling to ROI, accountability, and competitive risk — and what answers actually hold up. Pro tip: if you can't answer them, your competitors probably can.

Key Topics

  • Do we have an inventory of where AI is operating in the company? — most orgs can't answer this
  • The scattershot tooling trap — why one tool, used together, beats four licenses spread across the team
  • Who's responsible when something goes wrong? — calculated risk + a no-fault, no-blame postmortem policy
  • Measuring ROI — forget "10x feels"; the only number worth tracking is PRs deployed to production
  • Are we keeping up with competitors? — a 20% efficiency gap is massive, and it compounds in months
  • How do we know AI is doing what we think? — agents, gates, canaries, and tuning context surfacing
  • Are we losing institutional knowledge? — the answer is to auto-update docs and runbooks every night
  • Notable Quotes

    • "I don't think board members care about culture very much. Bottom line — are you guys shipping?"
    • "Pick one tool, make your whole company use the same tool. A bunch of individuals using AI is more productive, but a team using AI together gets you 10x."
    • "If you're not investing and seeing your team adopt AI and ship faster, your competitors are. Maybe not now, but they will in three months."
    • "Everything that Claude needs to know is the same thing that humans need to know."
    • About The Velocity Lab

      Dave O'Dell and Dan McAulay work inside engineering organizations every day helping them ship faster with AI. No hype, no BS — just what's working in the field.

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      The Velocity LabBy Dave O'Dell and Dan McAulay