No frameworks for the sake of frameworks. Just the hard-won perspective from 25+ years of building product organizations that actually grow.
95% of engineering teams have adopted AI. Individual productivity is up 21%. Organizational delivery is unchanged. Velocity is speed plus direction. Most teams have optimized for one and ignored the other.
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RAND Corporation tracked over 2,400 enterprise AI initiatives. 84% of failures were leadership-driven. Projects with sustained CEO involvement achieve a 68% success rate. Projects that lose sponsorship: 11%.
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88% of companies use AI. Only 6% are seeing significant business impact. The gap isn't adoption — it's operating model redesign. Here's what the companies compounding from AI are doing differently.
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78% of organizations have not taken meaningful steps toward EU AI Act compliance. The deadline is four months away. The companies that build to it now won't just meet the regulation - they'll build a moat.
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Over 95% of engineering teams are using AI tools. Individual productivity is up 21%. Yet delivery metrics at the team and organizational level remain flat. The tools are working. The operating model isn't.
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Consensus feels safe. It distributes blame, avoids conflict, and keeps everyone comfortable. It also kills product momentum. Here's what makes the difference between a product team that decides and one that negotiates.
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