Management presentation questions buyers ask, and how to answer the AI and data ones

What buyers ask in a management presentation

Buyers use the management presentation to test one thing: whether this team, without the sponsor or the banker in the room, owns the plan in the CIM. Expect questions in six blocks, strategy and market, growth and pipeline, customers, financials and margins, team, and operations and technology, with AI and data now cutting across at least three of them.

The sell-side adviser's job is to make sure every answer the CEO and CFO give can be traced to a document the buyer will later find in the data room. The AI and data questions deserve extra rehearsal, because they cut across functions and nobody owns the answer by default.

Before the first rehearsal

• The final CIM and model, with KPI definitions identical in both
• Quality of earnings findings and management's responses to each
• The data room index and the Q&A tracker from the first round
• A records inventory: each system, how far back it goes, who can export it and whether the company owns the content
• Where any data license or sharing arrangement stands, in one agreed sentence

The core questions, section by section

The AI and data questions, with honest answers

Where does AI already change how work gets done?

Name live uses only, with the number that changed: handle time, cycle time, error rate. If the honest answer is pilots, say pilots and give the decision date. Buyers test this in technology diligence, and an overstated answer costs more than a modest one.

Which revenue could AI take away?

Answer by task rather than by product. Revenue earned for routine, repeatable work is exposed; revenue earned for judgment, relationships or regulated sign-off is less so. Show that management has done the mapping and has a response for each exposed line.

What data do you own, and can you use it?

Walk through the records inventory: the systems, the years of history, the share created by the company itself versus held for clients. Then give the rights position in one sentence. FTC staff warned in February 2024 that quietly adopting more permissive data practices, such as using consumers' data for AI training, and disclosing it only through a retroactive change to terms of service or a privacy policy could be unfair or deceptive. The post reflects FTC staff views rather than a binding rule, yet it explains why buyers ask what customers were told and when.

Is there an outside market for data like yours?

Public evidence shows that licensed data can carry real contract value, though not that yours will. Reddit's IPO registration statement disclosed that in January 2024 it entered data licensing arrangements with an aggregate contract value of $203.0 million and terms of two to three years; that is a multi-year total, not annual revenue, and the filing does not name the licensees. Reddit's licensed material is user-generated content, not company operating records, so it shows that a market for licensed data exists rather than what any one company's records would fetch. The company's own evidence is far stronger than any outside example: an inventory, a qualification result from a licensing specialist, or a signed license. For background on who licenses this kind of material, see what an AI data buyer is.

Have you licensed or shared data with anyone?

Answer exactly as the disclosure schedules do. If a license exists, give its scope, say how long its AI-training exclusivity lasts, and confirm that title to the records stayed with the company. The guide on disclosing an existing data license in due diligence covers the schedules and the purchase agreement.

This is general information, not legal, tax or financial advice. Confirm with your own counsel before acting.

How to prepare the CEO: a six-step plan

1. Build the question bank backwards from the CIM. For each claim, write the question a skeptical buyer would ask about it.
2. Give each question an owner and a document. If no document exists, either create one or soften the claim.
3. Run the records inventory with the CFO and IT lead. Metadata only: system names, earliest year of history, export owner and rights status.
4. Fix the license status line. None, being scoped, or signed, worded once and used everywhere: CIM, presentation, Q&A tracker and schedules.
5. Rehearse twice with different buyers in mind. A sponsor buyer probes the model and the team; a strategic buyer probes synergies, systems and data. A family office buying directly may ask about long-term ownership of data assets, a theme covered in family office direct investing.
6. Cross-check every answer against the schedules with counsel. A gap between what the CEO says and what the documents show is worse than either on its own.

Aspiration versus evidence

Common mistakes in the room

Example: preparing the data answer (Illustrative)

Illustrative and fictional. A sell-side adviser prepares the CEO of a 180-person logistics software company for second-round meetings. The first rehearsal answer to the data question is a general claim about years of customer data. The adviser asks for the inventory: 11 systems, implementation tickets back eight years, and a support desk with resolution notes the company wrote itself. Counsel confirms which material belongs to clients. The CEO's final answer names the systems, the years and the rights position in under a minute, and states that the company has started a licensing review with an outside specialist.

Where a referral fits for M&A advisors

When preparation reveals deep, company-owned records, the adviser can introduce the company to SourceX, ideally before launch so a license is settled or ruled out by the time buyers arrive. The client needs to be a US company with 50+ full-time employees at peak (contractors excluded), years of documented operations behind it, clear rights to license its records and an authorized sponsor willing to lead; the who qualifies page has the full list, and the company fit checker offers a preliminary, non-binding screen.

Partners earn 25% of the eligible platform fees SourceX actually collects from the referred company's licensing deals, capped at $100,000 per referred company. Rewards become payable only after the buyer pays and SourceX receives its fee; an introduction, meeting or signed agreement alone does not trigger payment, and no reward is guaranteed. Check your engagement letter, your firm's policies and any rules on referral compensation that apply to you; registered representatives should speak to their firm's compliance team first. Because the client is the company you would be introducing, tell it in writing about any reward before the introduction, whether or not your engagement letter requires it.

Next step

Add the five AI and data questions above to your next management presentation prep. When the inventory shows a genuine asset, register as a partner and handle the client introduction yourself, or let management apply at sourcex.si/apply through a link that carries your referral code. The page for M&A advisors explains how the program fits sell-side work.