Free practitioner playbook ยท 25 pages ยท 2026
The AI Operating Partner
How the operating partner seat changes when intelligence gets cheap. Five jobs, a verification rubric and a rule for when IT walks in.
โ The five jobs of the seat: gate, translate, place, prove, build
โ A verification rubric for reading AI-assisted analysis
โ The order of operations: business case first, IT second
โ Corbin's year one, a no-fly list and your own ninety days
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95%
of enterprise generative AI pilots show no measurable P&L impact (MIT NANDA, The GenAI Divide, August 2025). The playbook is about the seat that fixes that.
What is inside
Every chapter ends with a Monday morning box: three things to do this week. The templates are in Appendix A, ready to use.
Job 1: Gate
The Carry Test on every proposal
Every AI proposal in the portfolio is asked one question: does it move the carry? The ones that cannot answer never reach a budget line.
Jobs 2 and 3
Translate, then place
Turn model language into lever language the CEO already uses, then put each use case on a workstream with an owner inside the company.
Jobs 4 and 5
Prove, then build
Measure every result against a baseline set before the tool was switched on, and build the capability that outlasts any one vendor.
Your own toolkit
The verification rubric
A short rubric for reading an AI-assisted analysis critically, so a plausible answer is not mistaken for a correct one.
The IT question
When IT walks in
IT is essential to the answer, but it is not the answer. The order of operations that keeps the business case first.
Worked in full
Corbin, year one
The frozen case company, taken through a full year with its AI ledger, plus a governance control matrix and a no-fly list.
The argument
AI can assist the judgement. It must never absolve the judge.
The cost of analysis has collapsed. What is scarce is the question worth asking, the baseline to answer it against, and the judgement to act on the answer. Those three are the operating partner's job, and they always were. This playbook shows how to run the seat when the analysis is nearly free.
Who it is for
Operating partners asked by an LP what the firm is doing about AI.
Deal partners and heads of value creation who need a standard for approving AI work.
Portfolio company CEOs and CFOs who want a plan the board will sign.
Firm CTOs and heads of data who need to know when IT walks in.
Also free
Reading in sequence? The AI Value Creation Model builds the framework. The Operating Partner's First 100 Days builds the calendar. This playbook builds the seat.
Run the seat on Monday, not next quarter
Free. Name and email. The playbook opens straight away.
About VCI Institute
VCI Institute is a nonprofit dedicated to building practical capability and shared standards for value creation in private equity. Its certification ecosystem, including the Certified Operating Partner in Private Equity (COPPE) and the Certified Value Creation Analyst (CVCA) tracks, serves operating partners, value creation professionals, and portfolio company leaders.