Free White Paper · 2026
Why Tool Rollouts Without Curriculum Are Backfiring — and What to Do Instead
Engineering leaders are investing heavily in AI tooling only to see productivity stall or decline. This paper synthesizes findings from seven major research bodies to explain the gap — and presents a 90-day framework that enterprise teams can act on immediately. No vendor agenda, no hype: just the data and a plan.
Drawing on research from McKinsey, BCG, Gartner, IDC, METR, GitHub, and Stack Overflow. No spam. Unsubscribe any time.
What’s inside
BCG: 70% of AI value comes from people, processes, and culture — not algorithms or tools.
Gartner: 30% of GenAI projects abandoned after PoC by end of 2025.
METR: Experienced developers got 19% slower with AI tools — without structure.
McKinsey: 78% of organizations use AI; only 5.5% capture measurable EBIT impact.
A 90-day implementation playbook engineering leaders can act on immediately.
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