The AI Value Quadrant: A Framework for Technical Teams

Technical teams were supposed to feel the biggest impact of AI. They work in the systems where AI lives. Many of them are the ones building it. And yet, for most technical organizations, AI investment isn't delivering the returns it promised.

The problem comes down to two organizational conditions: the friction created when tools don't connect and how well organizations enable their people to use AI effectively. When both are working against a team, AI adds effort rather than removing it. When both are working together, AI value compounds.

This report uses original survey data from 478 technical professionals across engineering, product, design, and IT to show exactly where AI value stalls and what it takes to make it scale.

What’s inside:

• Why technical teams experience more tool friction than any other function

• How friction determines whether AI reduces your team's workload or adds to it

• A diagnostic for understanding where your organization stands and what to prioritize first

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