Presentation: The Five Stages of AI Maturity in Engineering Organizations - Where and Why Teams Get Stuck

Source: InfoQ.com· Lizzie Matusov· August 4, 2026
Presentation: The Five Stages of AI Maturity in Engineering Organizations - Where and Why Teams Get Stuck

Quotient CEO Lizzie Matusov explains why soaring AI spend often fails to improve software delivery. She presents a research-backed AI maturity framework designed to help engineering leaders move beyond vanity metrics like token usage, align organizational AI …

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