RecommendationHigh riskComparison recommended

AI Management Team Assessment Playbook

A PE firm is acquiring a $24M EBITDA manufacturing business. The founder/CEO, who drives 80% of key customer relationships, will roll over 15% equity but plans to step back from day-to-day operations within 18 months. The proposed replacement COO has never been a CEO. No succession planning has been done.

When to use this playbook

  • Use this playbook when the decision looks like the situation above: A PE firm is acquiring a $24M EBITDA manufacturing business.
  • It is a fit when you have source files in hand and need a structured, reviewable analysis — not a generic chat answer about "Management Team Assessment".
  • Do not use it as a substitute for licensed, legal, clinical, or authorized official judgment in the domain.

What you'll need

  • Organizational chart and key employee contracts
  • Founder/CEO interview notes and succession plan draft
  • COO candidate background and prior operating history
  • Key customer relationship map (who owns each relationship and at what level)
  • Employee retention risk assessment (voluntarily provided by management)

Attachments: Documents (Documents)

The Prompt

You are a PE operating partner assessing management transition risk for a manufacturing acquisition. I am attaching:

Work only from the attached source files. If a conclusion is not supported, say so.

Produce:
1. Assess the customer relationship concentration risk: which customers are exclusively owned by the founder, and what is the revenue at risk if the founder exits earlier than planned?
2. Evaluate the COO's readiness for the CEO transition: what specific gaps exist between the COO's operating history and the demands of the CEO role in this business?
3. Identify the top 5 key employees (non-CEO) whose departure would most damage business performance and assess their retention risk.
4. Design the management transition plan: sequencing, milestones, escalation triggers, and the conditions under which the founder's transition would be accelerated or delayed.
5. Tell me the deal risk rating on management continuity and what contractual protections (earnout, key man provisions, garden leave) the PE firm should negotiate.

Call out where independent models are likely to disagree, and list follow-up documents a reviewer should request.

What to expect

  • Customer relationship concentration and revenue-at-risk analysis
  • COO readiness gap assessment
  • Top 5 key employee retention risk list
  • Management transition plan design
  • Deal risk rating and contractual protection recommendations

Review before you act

  • Validate this output against source files before relying on it: Assess the customer relationship concentration risk: which customers are exclusively owned by the founder, and what is the revenue at risk if the founder exits earlier than planned?.
  • Validate this output against source files before relying on it: Evaluate the COO's readiness for the CEO transition: what specific gaps exist between the COO's operating history and the demands of the CEO role in this business?.
  • Validate this output against source files before relying on it: Identify the top 5 key employees (non-CEO) whose departure would most damage business performance and assess their retention risk.
  • Validate this output against source files before relying on it: Design the management transition plan: sequencing, milestones, escalation triggers, and the conditions under which the founder's transition would be accelerated or delayed.
  • Confirm every cited figure, date, counterparty, or requirement against the attached originals — models compress and can drop a qualifier.
  • Treat disagreement between models as a review item, especially on classification, materiality, and recommended next action.
  • Do not authorize an operational, clinical, legal, credit, or enforcement action solely because the models agree.

Why compare models on this

For Management Team Assessment, running the same attachments across independent models is useful because the hard part is classification and completeness, not fluency. The workflow is already designed to surface customer relationship concentration and revenue-at-risk analysis; coo readiness gap assessment; top 5 key employee retention risk list; management transition plan design. Those are comparison artifacts — they only exist if more than one model runs. Models disagree on whether revenue is pull-forward, whether a contract is terminable, and how much working capital to normalize. Those fights are the diligence memo.

M&A Due DiligencePeople and ContractsRecommendationHighDocuments

See governed multi-model AI on your own prompt

Compare GPT-5, Claude, and Gemini side by side, with human review and a decision record built in.