How to add data licensing to an existing value creation plan

Where data licensing belongs in the plan

Data licensing belongs in the initiatives register as a single row, filed under new revenue from existing assets, with a named owner, a go/no-go gate and a base-case value of zero. It does not need its own pillar, workstream lead or budget line, and it should never crowd out the pricing, commercial and margin initiatives that carry the investment thesis.

The reason is the shape of the proceeds. A license of historical operational records to AI labs and data buyers pays once, for an agreed scope and typically an exclusive AI-training term, and only after a buyer selects the data. That is real upside but poor base-case material. If your team works from a standard format, the value creation plan template already includes an optional data licensing review; for the basics of the document itself, see what a value creation plan is. To see how this row compares with the classic revenue, margin and capital levers, read value creation levers in private equity.

What to have ready before you add the row

Five inputs make the initiative worth writing down:

• The current plan or 100-day document, with its initiative register and review calendar.
• A rough systems list: email, chat, CRM, ERP or finance, ticketing, engineering tools and shared drives, plus any retired platforms that still hold history.
• An owner inside the company with authority over contracts and exports, such as the CFO, COO or general counsel.
• The deal team's calendar: refinancing dates, add-on closings and any planned sale process.
• A CEO who has heard the idea once and has not ruled out an exclusive license.

If you are deciding which of several companies to start with, the network opportunity finder helps you rank the relationships you already have.

How to add the initiative, step by step

1. Write the initiative card. Use the fields in the table below so the row reads like every other initiative in the plan.
2. Apply the 4R gate. Score the company on Records, Rights, Reach and Readiness. The gate decides go, park or drop.
3. Book the rights review. Ask the owner to pull customer contracts with data or confidentiality clauses, employee and contractor agreements, the privacy policy and the credit agreement before any outside conversation.
4. Set the timing against the exit. Place the row in the hold using the timing table further down.
5. Make the introduction. The company applies with your referral link, or you submit it through the referral form. SourceX then qualifies the company, the company builds a data inventory, and price and terms are settled before any buyer sees the opportunity.
6. Report milestones, not dollars. Track gate passed, application submitted, inventory complete, terms agreed, buyer review, signed and paid.
7. Close or park on a fixed date. If the gate has not passed by the next quarterly review, park the row with the reason and a re-check date.

The initiative card, ready to paste

The 4R gate: go, park or drop

The gate is four questions. Answer each one yes, not yet, or no.

• Records: do several years of the company's own work history sit across many systems, archives included, and can IT still export them?
• Rights: did the company create these records itself, and do customer contracts, employee notices and the privacy policy leave room to license them?
• Reach: can you put an authorized sponsor, meaning the owner, CEO, CFO or another authorized representative, in the room?
• Readiness: will that sponsor consider a one-time payment for an exclusive AI-training license over an agreed term?

The decision rule: four yeses means go. A not yet on Records or Rights means park with a named fix, such as preserving an export before a migration. A firm no on Reach or Readiness means drop the row and write down why, so nobody reopens it without new information. The who qualifies page sets out the baseline SourceX applies, starting with 50+ full-time employees at peak (contractors excluded).

Where the rights review fits

The rights review is a gate item rather than a late legal task, because it is where promising rows most often stall. The problems tend to surface in four documents: customer master service agreements, contractor agreements, the privacy policy and the credit agreement.

Contractor work deserves a specific look. The US Copyright Office explains in Circular 30 that a work prepared by an employee within the scope of employment is a work made for hire owned by the employer, while commissioned work from an outside contractor qualifies only in listed categories and with a signed written agreement. A company that leaned on contractors for engineering or content should check its assignment clauses before it describes those records as its own.

Records that belong to someone else, such as an outsourcer's client files, need those clients' consent. Data that is mainly consumer personal information or protected health information is usually a stop, not a fix.

This is general information, not legal, tax or financial advice. Confirm with the company's own counsel before acting.

How to time it against the exit

Aim for the middle of the hold, when systems are mapped, management is stable and no sale process is running. Holds leave room for this: PitchBook reported that the median holding period for PE assets sold in the first half of 2024 was 5.8 years, down from the prior year's record of about seven years (PitchBook).

Common mistakes when adding it to a plan

Illustrative example: row 11 in a services company's plan

Illustrative and fictional. A sponsor owns a 160-person managed IT services company with eight years of operating history. Its plan lists ten initiatives, led by a pricing reset and a ticket-automation project. The operating partner adds row 11, licensing historical service records, owned by the CFO.

The gate returns three yeses and a not yet on Rights, because two enterprise contracts restrict use of client data. The row is parked for one quarter while counsel confirms which accounts and ticket fields can be excluded. At the next review the gate passes, the CEO applies through the partner's referral link, and the plan still carries the row at zero. The board sees one status line a month until terms are agreed.

If you make the introduction yourself

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, and no reward is guaranteed. The reward comes out of SourceX's fee, never out of the company's proceeds, but check your firm's policies on outside compensation before accepting anything connected to a portfolio company. If a CEO asks what is actually being licensed, what data licensing for AI is gives a plain explanation to forward.

Next step

Pick one portfolio company with a deep systems history and run the 4R gate before the next quarterly review. If it passes, register as a partner and share your referral link, or have the CEO apply directly at sourcex.si/apply.