How to screen aerospace and defense suppliers in a PE portfolio for data licensing
Some aerospace and defense suppliers can license records for AI, but only commercial back-office data such as quotes, supplier coordination and finance operations. Export-controlled and CUI technical data stays out. Operating partners should exclude by default, involve the compliance lead early, and introduce companies with 50+ full-time employees at peak to SourceX.
Can aerospace and defense suppliers license their records for AI?
Some can, but only after the restricted material is separated out. Aerospace and defense (A&D) suppliers hold a lot of technical data that is export-controlled or marked as controlled unclassified information (CUI), and that data is off the table. The commercial back office around it, such as quotes, supplier coordination, finance operations and internal process records, can still be a fit if the company created it and has the right to license it.
For an operating partner, the work is a sorting exercise. The question for each portfolio company is not "is it A&D?" but "what share of its records sits outside the controlled perimeter, and who can confirm that?" This is general information, not legal, tax or financial advice. Export-control and contract-marking questions belong with the company's trade compliance lead and counsel.
Which A&D records are usually out of scope?
Treat anything the company is required to protect under export rules, a government contract or a prime's flow-down clauses as out of scope until its compliance owner says otherwise.
| Record type | Typical status | Screening rule |
|---|---|---|
| Part drawings, models and specifications for defense articles | Often export-controlled or CUI | Exclude |
| Customer technical data packages and test reports | Often marked or contractually restricted | Exclude unless marking is cleared in writing |
| Program-specific engineering email and chat | Mixed, frequently contains the above | Exclude by default |
| Classified material | Never in scope | Exclude |
| Quoting, pricing approvals and order-entry history | Usually commercial, check customer terms | Candidate |
| Supplier onboarding, expediting and delivery-delay correspondence | Usually commercial, check for drawings attached | Candidate after attachment review |
| Finance, AP/AR, month-end close and audit-support records | Commercial | Candidate |
| HR, recruiting and internal SOP records | Commercial, personal data needs care | Candidate with redaction rules |
The point of the table is the default. A record is excluded until someone with authority clears it, not included until someone objects.
Which A&D companies fit the baseline?
Fit still starts with the standard baseline: a US company with 50+ full-time employees at peak (contractors excluded), several years of documented operations, rights to license the data and an authorized sponsor. The who qualifies page has the full list.
A&D adds two practical questions:
- Commercial depth: does the company keep years of connected quoting, ERP, purchasing and finance records, separate from engineering systems?
- Separation: can IT export those commercial systems without pulling in controlled attachments or program folders?
Machine shops, component makers, cable and harness assemblers, finishing and testing houses and aerostructure suppliers with a large commercial aerospace book are the likelier fits. A supplier whose records are nearly all program data for defense customers will usually screen out, and that is a fine answer.
What are the rights and confidentiality pitfalls?
Four pitfalls come up before any buyer sees anything.
- Export-control status. Technical data tied to defense articles may fall under federal export-control regimes, and who is allowed to see it can itself be restricted. Which rules apply is a question for the company's trade compliance lead and counsel, not the partner.
- Customer ownership. Primes and OEMs often own or restrict the drawings and data they send. Purchase-order terms and NDAs may bar any reuse.
- Flow-down clauses. Government contract terms pass down to subcontractors and can limit how records are stored, shared or released.
- Mixed attachments. An innocuous quote thread may carry a controlled drawing as an attachment. The review has to cover attachments, not only message bodies.
For a company that can pass this review, the general counsel guide sets out how a data license is read from the legal side. Confirm all export-control and contract questions with your own counsel and the company's trade compliance function before acting.
Who inside the portfolio can make the introduction?
The introduction runs through people who already sit close to the controls.
| Role | What they contribute |
|---|---|
| Operating partner | Chooses which A&D companies to screen and sponsors the conversation |
| CEO or president | Authorized sponsor who decides whether to explore a license |
| Trade compliance or contracts lead | Tells you what is controlled, marked or restricted |
| CFO or controller | Knows which finance and ERP records exist and how far back they go |
| IT or quality lead | Confirms what can be exported without controlled attachments |
Pulling the compliance lead into the first call, rather than the third, saves time. If the answer is "nearly everything is restricted", you learn that in a week and move on.
How to open the conversation
Lead with the exclusion, not the opportunity. It signals that you understand the sector.
The company fit checker gives a preliminary, non-binding read with no contact details required, and the network opportunity finder helps you think through which portfolio companies to approach first.
How the introduction works
You make the introduction and share basic fit information only. You never export, upload or describe confidential records.
- You register as a partner and share your referral link, or submit the company through the referral form.
- SourceX qualifies the company on size, history, data breadth and rights.
- The company completes a data inventory, listing each system and noting which are excluded as controlled.
- Price and terms are agreed with the company; redaction rules are set before any work begins.
- AI labs and data buyers review the opportunity, and buyers typically respond within about two weeks once a company is deal-ready.
- If the company signs, data is delivered only under the executed agreement and the company is paid; the partner reward follows after SourceX receives payment.
Partners earn 25% of the eligible platform fees SourceX actually collects from the referred company's licensing deals, capped at $100,000 cumulative per referred company. Rewards become payable only after the buyer pays and SourceX receives its fee, and no reward is guaranteed. The reward is a share of SourceX's fee and is never deducted from what the company receives. Check your firm's policies on fees tied to portfolio companies, and read the program terms.
How does this compare with MRO and repair-station businesses?
Aftermarket and repair-station businesses have a different profile: more field and service history, fewer program drawings. The MRO distributors brief covers quote and inside-sales records, which overlap with the commercial layer of an A&D supplier.
When to skip an A&D company
Skip it, or wait, when any of these apply:
- Most records are program engineering data for defense customers.
- Nobody on staff can say what is marked or controlled.
- The prime or OEM owns the data and has not agreed to any reuse.
- Archives were deleted or the ERP was retired without an export.
- The company has fewer people than the 50+ full-time employees at peak baseline.
Next step
Pick one A&D portfolio company, ask its compliance lead what sits outside the controlled perimeter, and run the company fit checker. If the answer is promising, register as a partner and make the introduction, or have the sponsor apply at sourcex.si/apply with your referral link. For wider context on how sponsors organize this work, see the finance transformation guide.
- Step 1Share your linkSend your personal link to a company you know.
- Step 2Company appliesThe company applies itself at /apply.
- Step 3Buyer selects and paysThe buyer selects and pays for the data and SourceX receives its fee.
- Step 4You get your rewardYour share of SourceX fees becomes payable.
Common questions
Can a defense contractor license any data for AI training?
Possibly, if the records are commercial rather than controlled. Quoting history, supplier correspondence without drawings, finance operations and internal SOPs may qualify when the company created them and has the right to license them. Technical data, classified material and anything customer-restricted stays out, and the company's compliance lead and counsel decide what is which.
Who decides whether a record is export-controlled or CUI?
The company decides, with its trade compliance lead and counsel, not the referral partner and not SourceX. Partners only make introductions and give basic fit information. If nobody at the company can say what is controlled or marked, treat the records as restricted and wait until that answer exists.
Does an A&D company with defense customers automatically fail?
No, but it often screens narrower. A supplier with a mixed commercial aerospace and industrial book may hold years of clean quoting, ERP and finance records. A supplier whose records are almost entirely program data for defense customers will usually not have enough eligible material.
Do customer purchase orders affect the right to license?
Yes. Primes and OEMs often own or restrict the data they send, and purchase-order terms or NDAs may bar reuse. The company's rights review looks at those terms before anything is listed in an inventory. If the customer has not agreed, those records are a red flag and stay out.
How are partner rewards calculated on an A&D introduction?
The partner earns 25% of the eligible platform fees SourceX collects from the referred company's licensing deals, up to $100,000 cumulative per referred company. It is payable only after the buyer pays and SourceX receives its fee, is never deducted from the company's proceeds, and is not guaranteed.
Related pages
- Which US businesses are a fit for a SourceX data licensing introduction
- General counsel at a PE-backed company: reviewing a data license
- Check Company Fit for Data Licensing
- Map your network to potential US data referral opportunities
- MRO distribution in private equity portfolios: quote and inside-sales records
- Finance transformation in PE portfolio companies: keep the records
Free resources
- Working capital calculator — Net working capital, current ratio and quick ratio.
- Due diligence checklist generator — A tailored document request list by deal type.
- Cash flow calculator — A 12-month cash forecast with shortfalls highlighted.
- All free tools · MCP resource center
By SourceX Partnerships Team · Published 2026-10-09 · Updated 2026-10-09
Know a US company with valuable proprietary data?
Become a referral partner from anywhere we support, get your link and introduce an owner or authorized decision-maker.
Refer a company →I own a business
Explore licensing your company's data to AI developers worldwide. Start a short assessment; no uploads needed.
Start an assessment