How PE-Backed Businesses Operationalise AI for Measurable Returns
A practical framework for PE investors, operating partners and portfolio company leadership — drawn from Renovata’s panel event in London.
Only 5% of businesses are realising meaningful returns from AI — a figure confirmed by MIT research and reflected in nearly every PE boardroom conversation today. The gap between AI ambition and actual EBITDA impact is not a technology problem. It is a leadership problem.
In November 2025, Renovata convened three C-suite AI practitioners — including the Chief AI Officers of WPP and Virgin Active — for a closed panel discussion in Central London. The question on the table: what actually separates the organisations making real progress from those stuck in pilot mode? The answer, consistently, came back to the same place. Not the technology stack and not the data infrastructure but instead the quality of leadership and the people directing AI strategy.
The framework covers five core disciplines: starting with business problems not technology, why leadership AI literacy outperforms technical hiring, the build-versus-buy-versus-partner decision matrix, a tiered implementation model that builds organisational capability progressively, and how to construct an adaptive organisation that does not become obsolete as the technology shifts.
For any GP evaluating AI readiness in a target, any operating partner deploying AI across a portfolio, or any portfolio CEO facing board pressure to show AI ROI — this is where to start.
What this report covers
- Why AI projects fail for organisational reasons, not technical ones — and what the right leadership profile looks like
- A friction-mapping methodology to identify AI opportunities that create genuine competitive differentiation
- The buy-build-partner decision framework, including the four red flags that signal an initiative will fail
- A three-tier implementation model progressing from foundational automation to industry disruption readiness
- How to turn AI cost centres into revenue centres through internal platformisation
Panel contributors
- Daniel Hulme — Chief AI Officer, WPP · 25+ years in AI, UCL Masters & Doctorate
- Marco Iannone — Group Chief AI Officer, Virgin Active · Founder, Retechnica; formerly Allwyn & Ometria
- Polly Barnfield OBE — Founder & CEO, Maybe* · AI transformation for 25,000+ businesses
- Free download
- Turning AI into EBITDA: Operationalising AI for Tangible Impact
- 12-page implementation guide for PE-backed businesses
- Ungated content
- No registration and no email required
One partner for board, C-suite, leadership team and interim hiring
Renovata, RenovataCribb, Zeren and Renoir are an executive search and leadership hiring group with more than 25 years of experience and 60+ specialists across five offices in Europe and the US. Together we cover the full leadership agenda, from board and C-suite appointments to the senior leaders and teams who deliver the strategy, with experienced interim leaders who can step in at any level. We work with listed groups, corporates and investor-backed businesses at the moments that shape performance: a change of leadership, a new strategy or a step-change in scale.
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