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

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

July 17, 2026 · 27 min

About this episode

Pinja Kujala and Kalle Sirkesalo discuss AI maturity and its implications for private equity and portfolio companies.

Send us Fan Mail 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.

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Guests: Pinja Kujala, Kalle Sirkesalo

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Organizations: Eficode

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