How to talk to business owners about AI without hype: scripts for M&A advisors

The short answer: plain words, their company, their permission

Talk to business owners about AI the way you would discuss any market force that touches their value: in plain words, tied to their own company, with no promises. Owners tend to want three things answered: what AI means for what the business is worth, what buyers will ask about it, and whether anything they already have is an asset. The third is where data licensing comes in, because AI developers license real operational records from established companies. End each conversation with a question the owner can decline, and introduce no one without permission.

Why M&A advisors get the question

Owners raise AI with the people they trust on value. A sell-side advisor sees the financials, learns the systems while preparing for diligence and hears directly from buyers, many of whom now include AI questions in their diligence requests. That makes the advisor the natural person to separate noise from what actually moves a valuation.

These conversations will multiply. McKinsey estimates that by 2035 about six million US small and medium-size businesses will face ownership transitions as baby boomers retire, and that more than one million are viable candidates for sale (McKinsey, February 2026). Owners heading into that market will meet buyers who ask about AI.

The 3P rule: plain, particular, permission

Check every AI script against three tests before you use it.

• Plain: could the owner repeat it to their CFO or spouse without a glossary?
• Particular: does it mention their systems, their records or their likely buyers rather than AI in general?
• Permission: does it end with a question the owner can say no to?

A script that fails any test goes back for a rewrite. Owners discount advisors who sound like vendor marketing, and they remember the ones who were straight with them.

Words to swap out

What AI developers license, in one paragraph

AI is shifting from tools that answer questions to agents that perform tasks, and teaching agents to do real work takes records of real work: tickets and how they were resolved, quotes and whether they were won, engineering reviews, approvals and exceptions. That material is thin on the public web. Researchers at Epoch AI have projected that, if current trends continue, language models will fully use the stock of public human-generated text sometime between 2026 and 2032. It is a forecast with wide uncertainty, but it explains why licensed, permissioned business records have become a scarce input. AI labs and data buyers license copies under contract, and the company keeps ownership.

Which owners to raise it with, and when

The best moments sit inside meetings you already hold: the annual check-in with a future seller, the valuation conversation before a mandate, the kickoff where you collect the system list for the CIM, and the week after a bidder sends AI diligence questions. Those questions resurface later in the purchase agreement; see AI representations and warranties in M&A purchase agreements.

Scripts for the five questions owners ask

Will AI make my company worth less?

What will buyers ask about AI?

Is our data worth something?

Is it safe?

Can you introduce us?

What never to promise

• A price, a range or a comparison with a publicly reported deal.
• That a buyer is waiting or that a deal will close.
• That a license will not affect a later sale; a signed license has to be disclosed to acquirers.
• Anything about how a buyer will use the data beyond what the signed agreement says.
• Timing you cannot control. Buyer responses typically take about two weeks, and that clock starts only after qualification and the inventory make the company deal-ready.

How the introduction works after a yes

1. You register as a partner and either send the owner your referral link or submit the company through the referral form.
2. SourceX talks with the owner or another authorized sponsor about peak headcount, years of operation, the systems in use and who holds the rights.
3. The company lists its systems, years of history and what can be exported, without sending any records.
4. SourceX and the company agree price and terms; the company sees one all-in price with no separate charges.
5. AI labs and data buyers look at the opportunity; the owner can still walk away at any point before signing.
6. After signature and the owner's authorization, the records go out with the agreed redactions and the company is paid once.

Your part ends at step one. You never export, upload or describe confidential records.

How your reward works, and what to disclose

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, and rewards become payable only after the buyer pays and SourceX receives its fee. Because it comes out of SourceX's fee, the owner's proceeds are untouched, and like any success-based reward it is not guaranteed. Tell the owner about it in writing before the introduction. Advisors who hold securities registrations or professional licenses should check their own rules first; the guide on whether investment bankers and M&A advisors can accept referral fees covers the main questions.

When not to raise it

• The business is too small: the baseline is 50+ full-time employees at peak (contractors excluded).
• Its records mostly belong to clients, or are mainly consumer personal data or medical records.
• The owner has already ruled out an exclusive license for an agreed term.
• A sale is days from signing and the deal team has not been consulted.
• Nobody at the company can run an export.

Data licensing sits comfortably beside the other non-sale work an advisor can offer; see M&A advisor value-added services beyond the sale and business development ideas between mandates.

Next step

Pick one owner you will speak with this month and try their company in the company fit checker or against the who qualifies baseline. If the screen looks promising, ask the owner's permission, then register as a partner and make the introduction. The M&A advisor referral overview shows where these conversations can lead.