
Drawing on live system testing rather than management reporting, the piece outlines DataDiligence’s two-step approach: first establishing whether the data foundations are sound, then testing what is real, feasible and scalable against the investment thesis. It explores common red flags such as data debt, disconnected systems and inflated metrics, and explains how early clarity on data can materially affect cost, speed and value creation over the hold period.
The article concludes that sustainable competitive advantage will increasingly come from proprietary, accurate and connected data — and that validating these foundations at diligence stage is essential for pricing conviction and credible AI-led growth plans.
Download the article pdf below
For the full Read Deals Due Diligence Report 2025, click here
Diligence
REAL DEALS - Due Diligence Report 2025: The Data Advantage
In this Real Deals expert commentary, Chelsea Wilkinson explains why data and AI diligence is becoming a critical source of conviction in private equity investing. As growth strategies increasingly depend on analytics, automation and AI, the article sets out why technology diligence alone is no longer sufficient — and how weaknesses in data quality, structure and connectivity can undermine execution, scale and valuation.
More Similar Posts
About us
A founder's journey
“I love talking with founders! They always have an exciting view of the world, and their motivators fascinate me.” These were the opening comments from a fellow M&A service provider yesterday. And beyond them leading to an engaging conversation about data, private equity, and consulting, they also got me thinking.

Chelsea Wilkinson
17 Aug 2022
Insights
From Data to Insights Monetisation
Intuitively, we all know that data is valuable. After all, our inboxes and news feeds are cluttered with headlines such as: ‘data is the new oil’. Plus, businesses demonstrating data-savvy behaviour have a ~200% greater market-to-book value than the market average, according to the International Data Corporation.

Chelsea Wilkinson
31 Aug 2022



