Yet it rarely reaches the P&L.
We measure what AI is doing to your P&L. Margin contribution, retention, deal multiples. Backed by a private benchmark of 200+ AI deployments. For founders, PE and VC backed operators, and investors.
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Strategy, P&L impact, implementation, oversight. Scaled per client, from a 6-week sprint to fractional advisory. For everyone who is not 12 months from exit.
See engagements → Service · 2 weeksA 2-week diagnostic. Five pillars, scored. Indicative multiple impact at the end. For founders 12 to 24 months from exit.
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Join the list → Benchmark · By Request200+ AI deployments scored on what they actually moved. The index stays private. We walk you through the entries that match your case.
Book a walkthrough →Every score we give connects to an indicative revenue multiple. Founders see what AI is doing to enterprise value, not a maturity grade.
We track what AI actually moved at companies that look like yours. No vendor case studies. No demo theatre.
Arno comes from financial stress-testing. Christan from product and ops. Either one alone is incomplete. Together, they catch what DD usually misses.
Led product and technology assessments in due diligence for tech and SaaS deals at EY-Parthenon. Now works with leadership teams on AI decisions that have real consequences for cost, performance, and accountability. Hands-on experience taking AI from pilot to production where outcomes had to hold up beyond the demo.
Ran the financial analysis on tech and SaaS due diligence at EY-Parthenon, buy-side and sell-side, building the models buyers rely on to size risk and justify multiples. Applied that same lens as a VC investor, managing a portfolio of several companies, stress-testing unit economics, and advising founders on the numbers that matter.
30-minute call with Arno or Christan. No pitch. We tell you what we'd actually run, or where to start.
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