How Business Brokers and Advisors Can Add AI Data-Licensing Revenue

A practical guide for business brokers, M&A advisors and accountants on introducing clients to AI data-licensing programs: who fits, how referral programs typically work, ethics and consent.

A new conversation with clients you already serve

If you advise business owners as a broker, M&A consultant, CPA or fractional CFO, you already know which clients are established, which are thinking about an exit, and which are winding down. A new kind of transaction is emerging that fits those relationships naturally: licensing a de-identified copy of a company's operational records to AI developers.

For the client, it can be meaningful value from records they already hold, without selling the company or giving up their originals. For you, many licensing programs offer a referral commission when an introduced client completes a deal. It's an extra revenue stream that doesn't require you to become a data expert.

Why this fits an advisory practice

• You already know the qualifying profile. Established firms with several years of history and a real team are exactly who you work with.
• It's additive to an exit. For a seller, a well-timed license can create value before or alongside a sale. For owners who aren't ready to sell, it opens a conversation that may lead to one.
• It helps clients who are closing. Owners winding down often have records that are about to be deleted. Introducing them in time can recover value that would otherwise be lost.
• The partner does the heavy lifting. In typical programs, the licensing partner handles valuation, the offer, legal terms, export coordination, de-identification and payment.

Which clients to introduce

Licensing programs commonly describe a typical fit along these lines (criteria vary by partner):

• US-based companies working mainly in English
• Around 20+ employees, now or at peak
• 3+ years of email, files and system records still on hand
• Work that shows skilled, multi-step processes: logistics, accounting and tax, engineering and construction, trades, wholesale and distribution, manufacturing, agencies and consulting, software and IT services
• Any operating status (operating, downsizing, winding down or closed) as long as the records exist

Poor fits include companies whose records mostly belong to their clients, heavily regulated data without a compliant path, and very small or very new firms.

How referral programs typically work

The mechanics vary, so always read the specific program's partner agreement. A common pattern:

1. Apply to become a referral partner and sign a short partner agreement.
2. Get a referral code or link that ties introductions to you.
3. Introduce the client, either by sending them your link so they submit through it, or by registering the introduction with the owner's name and contact details (with their permission).
4. The partner runs the deal: valuation, offer, terms, de-identification and payment to the client.
5. You're paid a commission after the deal closes and the partner has been paid, usually calculated as a percentage of what the client receives. Programs may cap it, set an attribution window and require a tax form such as a W-9.

Commission rates, caps, attribution windows and payment timing are set by each program. Get them in writing before you introduce anyone.

Illustrative example only: if a program paid a hypothetical [X]% referral commission and an introduced client licensed its records for a hypothetical $300,000, the referral would be worth $300,000 × [X]%. Actual rates and outcomes depend on the program and the deal.

Some programs also offer an override for recruiting other partners: a smaller share of deals closed by advisors you bring in. If you lead a team or a network of advisors, ask about it.

Ethics, consent and disclosure

Your clients trust you, and that's the asset. Protect it:

• Get consent first. Only introduce owners who have agreed to hear from the licensing partner. Many programs require this explicitly.
• Disclose your compensation. Tell clients you may receive a referral fee. Some professions, including CPAs and licensed brokers in certain states, have specific rules on referral fees and disclosure. Check yours.
• Don't give legal advice you aren't qualified to give. Encourage clients to have their attorney review any license agreement, especially for exclusivity, permitted use and client-contract conflicts.
• Respect confidentiality. Don't share a client's financials or records with a partner without authorization.
• Coordinate with transactions. If the client is mid-sale, make sure a license won't conflict with the purchase agreement.

How to raise it with a client

A simple, low-pressure framing works best:

"Some AI developers are paying established companies to license de-identified copies of their old email, files and business records, to learn how real work gets done. It's a license, not a sale: you keep your originals, and clients and staff are anonymized. Would you like me to introduce you to a licensing partner for a no-obligation estimate? I may receive a referral fee if a deal closes."

Good moments to bring it up: exit planning meetings, year-end reviews, conversations about downsizing or closing, and any discussion of moving to new systems (before old archives are deleted).

Building it into your practice

• Add a short intake question to your client onboarding: years of records, headcount, systems used.
• Flag clients who are winding down for an introduction before their subscriptions lapse.
• Track introductions, consent and status in your CRM.
• Keep copies of partner agreements and commission statements for your records and taxes.

Join the AI Markets Desk network

AI Markets Desk connects advisors with AI data-licensing programs and gives you owner-facing material you can share with clients. Tell us about your practice, and we'll follow up with program details.

General information only. Commission figures in brackets are placeholders, not offers. Confirm all terms in the relevant partner agreement, and follow the rules of your profession.