AI maturity at scale: Increasing the AI ROI from the perspective of private equity

DevOps Sauna from Eficode

DevOps Sauna from Eficode
AI maturity at scale: Increasing the AI ROI from the perspective of private equity
Jul 17, 2026
Eficode

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Pinja Kujala and Kalle Sirkesalo discuss AI maturity through the lens of private equity, exploring how portfolio companies can benchmark AI adoption, measure DevOps ROI, improve feedback loops, and move beyond tool usage toward real organizational maturity.