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The AI Adoption Gap: Why Some Portfolio Companies Create 10x More Value Than Others

10 July, 2026

Artificial intelligence is rapidly becoming a priority across private equity portfolios. Yet while some companies are generating measurable productivity gains, revenue growth, and operational efficiencies, others are struggling to move beyond pilot projects.

The difference is not necessarily the technology.

It is the ability to operationalize it.

Many organizations assume AI adoption is primarily a technology challenge. In reality, the companies creating the most value often excel at something far less glamorous: execution. They integrate AI into workflows, align leadership around clear objectives, train employees effectively, and measure outcomes rigorously.

The companies pulling ahead typically share several characteristics:

  • Strong executive sponsorship and accountability
  • Clean, accessible, and well-governed data
  • AI embedded into day-to-day workflows
  • Employee training and adoption programs
  • Clear KPIs tied to business outcomes

Consider two portfolio companies implementing the same AI-powered customer support platform. One deploys the technology without redesigning processes or defining success metrics. The other integrates AI into existing workflows, trains employees, and continuously measures performance improvements. Both purchase the same technology. Only one captures meaningful value.

The next wave of value creation in private equity may not come from identifying the best AI tools. It may come from closing the gap between AI investment and AI execution. In the years ahead, firms that systematically bridge this adoption gap could create significantly more value than those focused solely on technology deployment.