Gradient Dissent: Conversations on AI

What a $42B Software Co. Really Spends on AI Tools

90 snips
Jan 20, 2026
Mike Cannon-Brookes, Co-founder and Co-CEO of Atlassian, shares insights from his decades of experience in technology. He stresses that AI won't replace jobs but enhance human productivity, arguing that successful collaboration between people and AI is crucial. He discusses custom API trends, the significance of developer experience for ROI, and how AI aids creativity but not original idea generation. With a focus on mentoring junior developers through AI tools, Mike emphasizes sustainable growth over short-term revenue while reflecting on the importance of accountability in coding.
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ADVICE

Ship AI, Then Measure Real Usage

  • Ship AI features and measure actual usage rather than marketing AI as a feature.
  • Track active users interacting with AI to verify real customer value.
INSIGHT

AI Is The Next Inflection In Coding Speed

  • Developer 'code speed' has improved over decades from better languages and tools, and AI is the next inflection.
  • Improvements are cumulative across languages, IDEs, cloud, and now code-generation tools.
ADVICE

Measure Tool ROI With Qualitative And Quantitative Data

  • Measure AI tooling ROI because token and subscription costs scale to thousands per developer.
  • Use combined qualitative and quantitative metrics (like DX4) to find actionable productivity improvements.
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