Valuing intangible assets in bankruptcy, from trademarks to operational records

The short answer: three approaches, read through a distressed lens

Valuing intangible assets in bankruptcy uses the same three approaches as any other valuation, cost, market and income, but the case bends each of them: a compressed timeline, a thin pool of buyers, a possible liquidation premise instead of a going concern, and legal limits on what can be transferred. The purpose of the valuation, whether it supports a sale, a plan, a lender dispute or a claim, shapes which premise the valuation expert uses, so counsel and the expert should settle that framing first.

For well-understood intangibles such as trademarks, domain names, patents and customer contracts, those methods produce defensible ranges. For operational records, meaning the years of email, chat, CRM activity, support tickets and engineering history a company builds up, they mostly do not. That gap is why fiduciaries often carry these records at zero or leave them off entirely.

How each approach handles intangibles in a bankruptcy case

The last row is not a textbook approach, but creditors and committees often find actual offers more persuasive than any model, and a documented process is easier to defend than a single expert's assumption.

Why operational records rarely appear on the schedules

Asset schedules prompt debtors to list intellectual property, licenses and customer lists, so those usually get listed. A decade of support tickets or engineering reviews rarely does, for three practical reasons:

1. No book value. The records were produced by salaried work as a byproduct of running the business, so they never sat on the balance sheet as an asset.
2. Nobody owns the question. Finance tracks receivables and equipment, IT tracks systems, and no one is asked what the history inside those systems is worth.
3. The asset decays during the case. Subscriptions are cancelled to save cash, admin access leaves with departing staff and archives are purged, so by the time anyone asks, the records may be gone.

The trustee-focused guide to overlooked intangible assets in chapter 7 shows how to surface these items early, and the committee perspective is covered in briefing the creditors' committee on records and data assets.

What drives the value of operational records

AI developers are moving from models that answer questions to agents that complete multi-step tasks, and they need records of real work, with decisions and outcomes, that exist only inside companies. That demand is why these records can carry value at all. What a particular estate's records are worth depends on factors you can assess without opening a single file.

Privacy limits can move a data asset's value sharply. In the 23andMe bankruptcy, the consumer privacy ombudsman appointed in the case recommended that customers' genetic and personal data not be transferred without renewed opt-in consent, according to The Record's 2025 report. Consumer genetic data is a very different asset from business records, but the lesson carries over: whatever promises were made when data was collected constrain what a buyer can do with it, and so what the buyer will pay.

Why a licensing process gives a better signal than a desk estimate

A structured licensing process replaces a guess with evidence, and each stage leaves something a fiduciary can show creditors or the court.

1. Qualification. SourceX checks headcount, years of history, data breadth and rights with the person authorized to act for the estate.
2. Data inventory. The estate lists each system, its years of coverage and what can be exported, which becomes a documented description of the asset.
3. Price and terms. One all-in price and the license terms are agreed with the estate before anything goes to buyers, and nothing binds the estate until it signs.
4. Buyer review. AI labs and data buyers review the opportunity; once it is deal-ready they typically respond within about two weeks, so a lack of interest is itself information.
5. Contract and delivery. If a buyer selects the data, the agreement is executed, records are prepared under redaction rules agreed in advance, and the estate receives a single payment, typically within about 60 days of invoicing.

The result is an inventory, documented buyer responses and an agreed price: stronger support for a business judgment than a model built on thin comparables. When a license needs court approval, court approval for a data license in chapter 11 explains how the motion is put together.

What public data deals can and cannot tell you

There are few public benchmarks, and the ones that exist need careful reading. Reddit's February 2024 registration statement disclosed data licensing arrangements entered into in January 2024 with an aggregate contract value of $203.0 million over terms of two to three years. That is a multi-year total for a public platform's user content with continuous access, not annual revenue, and not a comparable for a mid-size company's internal records. Use it to show that data licensing is a priced market, never as a multiple to apply to an estate.

What this means for fiduciaries and the partners who advise them

For a trustee, assignee, receiver or CRO, the practical steps are straightforward: preserve exports early, list the records as an asset even when the value is unknown, and test the market before concluding they are worthless. The procedural route matters as well; ABC vs section 363 sale compares how each path treats buyers and licensees.

Advisors who introduce an estate can register as referral partners. 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, payable only after the buyer pays and SourceX receives its fee. No reward is guaranteed, and because it comes out of SourceX's fee it never reduces what the estate receives. Court-appointed and court-retained professionals should check their disclosure and approval obligations before accepting one.

Limits and open questions

• No method produces a reliable number for operational records before buyers have looked at them; any desk figure is a hypothesis.
• An exclusive AI-training license for an agreed term carves out one use. A buyer of the business or its IP may care about that carve-out, so sequence the license with any sale.
• Buyer demand differs by data type and industry, and records that fail qualification may have no licensing value at all.
• The records have to survive the case. Value lost to purged archives cannot be restored by any valuation method.

This is general information, not legal, tax or financial advice. Confirm valuation premises and approval requirements with estate counsel and your valuation expert before acting.

Next step

Run the estate through the company fit checker and compare it with the who qualifies baseline: 50+ full-time employees at peak (contractors excluded), years of recorded operating history, licensing rights and an authorized sponsor. If it looks promising, register as a partner to make the introduction, or have the estate's authorized representative apply at sourcex.si/apply.