Case Study

Mapping AI Risk & Defensibility Across an Entire Portfolio for YFM Equity Partners

In just 7 days, Codurance delivered an independent assessment of YFM’s company portfolio, providing evidence-based insight into AI’s impact on growth, defensibility, and long-term valuation.

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AI Portfolio Risks and Opportunities Assessment

 

Client Overview

 

YFM Equity Partners is a UK-based private equity (PE) firm, with offices in Manchester and London, providing growth capital of up to £15 million to ambitious businesses. Operating across a range of sectors including software, healthcare, data, media and business services, YFM partners with management teams to scale technology-enabled companies and accelerate long-term value creation.

 

YFM manages a diverse portfolio of approximately 50 companies, with a meaningful technology component, ranging from SaaS platforms and data businesses to AI-native innovators.

 

As artificial intelligence rapidly reshapes software markets, YFM wanted a clear, independent perspective on how AI could affect the growth, defensibility and valuation of its portfolio.

The Challenge

The rapid rise of AI adoption has raised important strategic questions for YFM’s leadership in relation to its portfolio:

  • How is AI changing team structures and practices?
  • Should portfolio companies build or buy AI capabilities?
  • Where are the biggest risks of AI-driven disruption?
  • Which businesses are well positioned to capitalise on AI?
  • How defensible are existing product offerings against AI-enabled competitors?
  • How can AI strengthen market positioning and long-term exit value?
  • Where are the opportunities to automate internal operations using AI to drive efficiency gains?

Given the breadth of the portfolio – spanning business services, healthcare, SaaS platforms, data-led organisations and AI-native companies – YFM needed:

  • A consistent, evidence-based assessment framework
  • Clear segmentation across risk and opportunity
  • Insight delivered quickly

Crucially, the assessment needed to be conducted independently, without impacting the day-to-day operations of YFM or their portfolio companies’ leadership teams.

 

Codurance’s Approach

Codurance’s expert consultants conducted a comprehensive portfolio-wide AI assessment over a 7-day period, across five defined stages.

 

1: Portfolio Analysis Framework

We designed a structured evaluation model covering:

  • Risk of AI disruption
  • AI opportunity potential
  • Defensibility (e.g. proprietary data, barriers to replication)
  • Readiness
  • Competitive landscape (AI capabilities of direct competitors)

2: AI-Enabled Research at Scale

To ensure consistency and depth, the team leveraged its proprietary expertise and tooling to conduct in-depth research and analysis across the YFM portfolio.

 

The assessment was carefully engineered to:

  • Surface AI disruption vectors
  • Identify adjacent AI-enabled opportunity
  • Assess replicability risk
  • Generate strategic management questions

3: Company-by-Company Assessment

For the businesses examined, Codurance delivered:

  • AI disruption risk analysis
  • Identified AI growth opportunities
  • Defensibility evaluation
  • Competitive positioning review
  • Leadership and capability signals
  • Tailored strategic questions

4: Portfolio Segmentation & Strategic Themes

The final output was a comprehensive report including:

  • Executive summary
  • Visual portfolio mapping of risk vs opportunity
  • Cross-portfolio thematic analysis
  • Categorisation of companies into strategic segments:
    • Strong & stable
    • High growth potential
    • Vulnerable to AI disruption
    • Lower risk / lower opportunity (lower priority)

This segmentation provided a practical prioritisation framework rather than a prescriptive ranking – allowing YFM to align insights with their investment strategy and timelines.

 

5: Executive Playback

The findings were presented to the YFM leadership team, focusing on the executive summary and strategic implications, with time for detailed Q&A.

The Outcome

Rapid, Portfolio-Wide Insight

Within 1 week, YFM gained:

  • A comprehensive AI landscape analysis
  • Clear identification of high-risk and high-opportunity segments
  • Evidence-based defensibility insights
  • Structured strategic questions for portfolio leadership discussions

Zero Operational Disruption

The entire assessment was conducted without engaging portfolio companies directly, enabling:

  • No interruption to ongoing operations
  • Independent third-party perspective
  • A neutral, objective evaluation

Strategic Prioritisation

The segmentation model enabled YFM to:

  • Focus investment attention where AI presents the greatest upside
  • Identify companies requiring mitigation strategies
  • Strengthen portfolio-wide AI conversations
  • Support value-creation planning

Enhanced Investment Dialogue

The report equipped YFM’s partners with:

  • Stronger, more informed discussions with management teams
  • A clearer view of AI-driven competitive threats
  • Insight into which businesses may warrant deeper technical due diligence

Key Benefits Delivered

  • Portfolio-wide AI risk and opportunity mapping
  • Independent, unbiased third-party perspective
  • Detailed analysis delivered at speed
  • Actionable segmentation to support capital allocation
  • Strategic clarity in a rapidly evolving AI landscape
Codurance provided us with a clear, structured and highly insightful assessment of AI risk and opportunity across our portfolio. In a short timeframe, they delivered a comprehensive analysis that helped us better understand where AI presents defensibility, growth potential and competitive risk. The segmentation and executive summary made it easy to translate insight into strategic conversations with our portfolio leadership teams. Their independent perspective and technical depth brought real clarity to a fast-moving topic, and the work has strengthened our approach to AI across the fund.

Steve Harrison

Partner, YFM Equity Partners