Restoration company private equity: which job records can be licensed

What do restoration companies hold that AI buyers care about?

A restoration platform holds years of job files that record how a loss was scoped, priced, dried, rebuilt and argued with an insurer. For an operating partner, the company's own workflow records can be licensed to AI labs and data buyers through SourceX; homeowner details and carrier program terms cannot simply be passed along.

Water, fire and mold restoration generates a paper trail on every job. A single file can contain the first-notice-of-loss intake, a moisture map, daily drying logs, equipment placement, photo documentation, an estimate, supplements, adjuster emails and a final invoice. Read together, that sequence shows a multi-step decision process with a recorded outcome, which is what AI developers building task-performing agents look for and rarely find on the public web.

Which records in a restoration platform are worth a look?

Platforms assembled by buy-and-build usually run more than one of each system, which is a good sign: several years of archives in several tools is the shape SourceX looks for.

Which restoration companies fit the baseline?

The company must be a US business with 50+ full-time employees at peak (contractors excluded), several years of documented operations, rights to license the data and an authorized sponsor. Many regional platforms clear the headcount bar once crews and project managers are counted, but check carefully if the workforce leans heavily on subcontractors or temporary labor.

Look for these traits in a platform:

• Three or more years of job files that can be exported, not just the current season.
• Archived systems from acquired add-ons, kept rather than deleted after migration.
• A job-file template that is consistent across branches, so the records are comparable.
• A sponsor (owner, CEO, CFO or authorized representative) who controls the data decision.

The who qualifies page has the complete baseline.

What are the rights checks specific to restoration?

Two checks matter most, and both are about who else has a claim on the file.

1. Homeowner and tenant data. Every job file names a person at a specific address, often during a stressful event. Names, phone numbers, addresses, claim numbers, photos of interiors and sometimes health-related notes (for example mold exposure complaints) sit in the same file. De-identification and redaction rules are agreed with the company before any work begins, and photo sets may be excluded entirely if people or documents are visible.
2. Carrier and TPA program agreements. Many platforms work under direct-repair or third-party-administrator programs. Those agreements can restrict how program pricing, scorecards, audit results and portal data are used or shared. Read each program agreement for confidentiality and data-use clauses before treating program-sourced records as licensable.

Two further checks apply. Estimating software vendors may have terms about exported pricing databases, and a franchise or brand-license agreement can reserve some records to the franchisor. If a rights question is unclear, the company's counsel should answer it before the inventory goes further. This is general information, not legal, tax or financial advice.

When should an operating partner raise it?

If your platform is also evaluating similar bolt-on categories, compare how collision repair and commercial roofing platforms handle insurer-program and warranty records; the carrier questions overlap. An equipment rental platform shares the fleet-and-field-logging pattern, and commercial printing shows the same job-ticket-versus-customer-material split.

How does the introduction work?

You make the introduction; you never touch job files.

1. Screen the platform with the company fit checker, a preliminary, non-binding screen that needs no contact details.
2. Ask the CEO or CFO for a short call and send your referral link or the referral form.
3. SourceX checks size, history, breadth of job files and rights.
4. The company inventories its job, estimating and drying-log systems, with years of history and export options.
5. Price and terms are agreed with the company; nothing is binding until it signs.
6. AI labs and data buyers review the opportunity. Once a company is deal-ready, they typically respond within about two weeks.
7. If a deal closes, the company is paid one all-in price, typically within about 60 days of invoicing once the buyer selects the data.

You never export, upload or describe confidential records. Read how assessing portfolio company data opportunities works for the full portfolio review, and see the operating partner page for the role overview.

What to say to a restoration CEO

How do partner rewards work?

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. The reward is paid only after the buyer pays and SourceX receives its fee; no reward is guaranteed. It is a share of SourceX's fee and is never deducted from what the platform receives. Check your firm's policies on fees tied to portfolio companies, and read the program terms.

When is it not a fit?

• Most job files come from one insurer's closed program, and its agreement bars sharing program-sourced records.
• The job files are mostly personal data of homeowners with no practical way to de-identify them.
• Archives were deleted when a prior system was retired.
• Even with subcontract crews set aside, the platform falls below 50+ full-time employees at peak.
• The owner rules out any exclusive AI-training license, even for a fixed term.

Next step

Pick one restoration platform in your pipeline and run the screen this week. If it passes, register as a partner and make the introduction, or have the company apply directly at sourcex.si/apply with your referral link.