Charlesbank on AI Exit Readiness: Key Takeaways from Accordion's Podcast

Charlesbank Advisory Director Giacomo Sonnino joined Accordion's AI & PE: The Future of Value Creation podcast to discuss what it actually means for a PE-backed company to be AI-ready at exit – and why the answer looks fundamentally different today than it did 12 months ago.

The core argument: AI exit readiness is no longer about having a roadmap. It requires demonstrated use cases, measurable bottom-line impact and an offering that has already evolved with AI. Companies still in pilot mode risk being transparent to buyers – what Giacomo calls "pilot purgatory."

Key takeaways:

  • Three levels of AI value creation – general productivity, proven functional use cases (software development, sales, finance) and AI embedded in the core business model; differentiated companies are systematically pursuing all three
  • Four failure modes – treating AI as a technology project rather than a business one, limited CEO involvement, lack of a roadmap tied to the value creation plan and insufficient change management investment
  • Finance as a proven opportunity – from 13-week cash flow automation to close acceleration, FP&A and pricing analytics; CFOs should be designing the finance function of the future, not just layering AI onto existing processes
  • AI theater is easy to spot– buyers distinguish between companies that have restructured workflows and those that can only point to theoretical efficiency gains with no bottom-line proof
  • Change management is the binding constraint – even the most advanced portfolio companies are not running more than 2-3 AI transformations at scale in a single year; sequencing against the value creation plan is essential

Tune into the full conversation here.

May 6, 2026