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

Page: https://stenobird.com/podcast/devops-sauna-from-eficode/ai-maturity-at-scale-increasing-the-ai-roi-from-the-perspective-of-private-equity
Text version: https://stenobird.com/podcast/devops-sauna-from-eficode/ai-maturity-at-scale-increasing-the-ai-roi-from-the-perspective-of-private-equity.md
Podcast: [DevOps Sauna from Eficode](https://stenobird.com/podcast/devops-sauna-from-eficode)
Published: 2026-07-17T05:00:00+00:00
Episode link: https://www.buzzsprout.com/2246063/episodes/19491654-ai-maturity-at-scale-increasing-the-ai-roi-from-the-perspective-of-private-equity.mp3
Audio file: https://www.buzzsprout.com/2246063/episodes/19491654-ai-maturity-at-scale-increasing-the-ai-roi-from-the-perspective-of-private-equity.mp3
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Duration seconds: 1644

## Resource

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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## Transcript

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