How CROs can monetize non-core data assets in chapter 11

The short answer: license the right, keep the records

In chapter 11, operational records are rarely an asset you can sell off, because the reorganized company still needs them. What can be non-core is the right to license them for AI training. A CRO can monetize that right by introducing the debtor to SourceX: the company keeps ownership and keeps running its business on its records, subject to the license terms, grants an exclusive AI-training license for an agreed term, and receives a one-time payment once a buyer selects the data.

The chapter 11 setting shapes every step. The debtor ordinarily keeps possession and control of its assets as debtor in possession and proposes a plan, and a plan can also be liquidating (US Courts, Chapter 11 basics). Management, the CRO and debtor's counsel drive the process, while the court, the DIP lender and the creditors' committee are the parties who need to be comfortable with it.

Why buyers pay for records like these

AI developers need records of real work: resolved tickets, approved exceptions, engineering reviews and project histories with outcomes. The US Copyright Office's pre-publication report on generative AI training (Part 3, May 2025) discusses the practicality of licensing approaches for training data and notes that model performance depends heavily on data quality (Copyright Office, Copyright and Artificial Intelligence). Rights-cleared operational records with documented provenance answer both points, which is the kind of material buyers look for.

Prerequisites before you raise it with the court or lenders

• Baseline fit: the company had 50+ full-time employees at peak (contractors excluded), several years of documented operations, rights to license the records and an authorized sponsor.
• Records intact: retention settings are frozen, and no system holding history sits on the cost-reduction list without an export.
• Approval route: debtor's counsel has given a view on whether a license is in the ordinary course or needs notice, a hearing and court approval.
• Financing documents: the DIP credit agreement, cash collateral order and approved budget have been checked for limits on asset dispositions and on how proceeds are applied.
• Personal data: you know where consumer data sits and which privacy policy was in effect at filing; see business records vs personal data in a bankruptcy sale.
• Business plan: you know whether the reorganized company or a plan sponsor intends to license its own data or build AI products on it, because that affects exclusivity.

The IP and data asset audit checklist helps build the underlying list of systems and rights.

Step by step: from records review to payment

1. Map records against the plan. List every system with its date range, and note whether the go-forward business depends on it. Archived history from retired product lines or closed locations is often the easiest to license without operational friction.
2. Run a preliminary screen. Use the company fit checker for a non-binding read before spending professional time; the who qualifies page has the full baseline.
3. Set the approval route with counsel. Agree whether the license goes through a motion, where it falls relative to plan and disclosure statement milestones, and which parties receive notice.
4. Brief the DIP lender and the committee early. Present it as an item that adds value without new capital, with no amount and no timing assumed in the budget.
5. Make the introduction. Register as a partner and send the debtor your referral link, or enter the debtor on the referral form yourself. You do not export, upload or describe any records.
6. Qualification and inventory. SourceX checks size, history, data breadth and rights; the debtor's team then documents each system, its date range and what can be exported.
7. Price and terms. SourceX and the debtor agree one all-in price, with SourceX's fee included and no separate charges, plus the scope and term of exclusivity. Nothing binds the debtor until it signs with any required approval.
8. Buyer review. AI labs and data buyers look at the opportunity, usually coming back within about two weeks of the debtor becoming deal-ready.
9. Delivery and payment. After the agreement is executed and delivery is authorized, data goes out under redaction rules agreed before work began. The debtor receives a single payment, normally about 60 days after it invoices, which happens once the buyer has selected the data.

On the accounting side, how a license is structured can affect when revenue is recognized: ASC 606 distinguishes a right to use intellectual property as it exists when granted from a right to access it over the license period (Deloitte revenue recognition roadmap, section 12.4). Ask the debtor's auditors how they will treat it before projections are finalized.

This is general information, not legal, tax or financial advice. Confirm with your own counsel, tax adviser or professional body before acting.

How exclusivity interacts with the reorganized company's own use

Licenses arranged through SourceX are typically exclusive for AI training for an agreed term. The company keeps ownership, and the agreement defines what exclusivity covers. Settle these points before signing.

Common mistakes and how to avoid them

Example (Illustrative)

Illustrative, fictional scenario: Halvern Freight Audit, a 340-person logistics software company, files for chapter 11 to restructure its lease and debt obligations. During cost-out, the CRO finds that a help desk retired after a platform change still holds six years of closed tickets with internal notes, and that engineering history sits on a self-hosted repository server due to be decommissioned.

The CRO asks IT to suspend deletion and export both archives, confirms with debtor's counsel that the license will go to the court on notice, and briefs the DIP lender, which asks that the budget assume nothing. The CRO introduces the company through a referral link. SourceX qualifies it, the debtor's team completes the inventory, and the debtor agrees price and terms that carve out internal use for the reorganized company's own support tools. The court approves, a buyer selects the data, and payment arrives after confirmation, outside the 13-week forecast.

Next step

If the case converts, the decision passes to a trustee; see data licensing for chapter 7 trustees. Otherwise, add operational records to the non-core asset list this week, run the fit screen, and register as a partner to introduce the debtor. Management can also start the application itself at sourcex.si/apply through your referral link, which keeps your credit. The interim CFO turnaround checklist and the overview of how to monetize company data are useful companions for the finance team.