A White Knight Restructuring practice

The debtor's records are an estate asset. AI developers are now buying them.

White Knight Data helps debtors, trustees, and post-confirmation fiduciaries identify, prepare, and sell operating data to AI developers through a court-supervised section 363 process, with privacy protections designed for the scrutiny of an ombudsman, objectors, and the bench.

Estate-retained under sections 327 and 328. US-only data handling. Court oversight at every stage.

How it works

From assessment to closing, under court supervision

Each engagement follows a defined sequence. The estate and its counsel control every decision. The court approves the sale.

  1. Phase 1 of 3: Request a confidential data assessment

    We review, under a non-disclosure agreement, a high-level description of the debtor's systems, data types, volumes, and retention history.

    The output is a short written assessment for the estate and counsel.

    Request a confidential data assessment

    Steps 1 to 2 in detail
    1. Step 1

      Confidential data assessment

      We review, under a non-disclosure agreement, a high-level description of the debtor's systems, data types, volumes, and retention history. We identify likely buyer interest, obvious exclusions, and threshold issues: privacy policies in effect on the petition date, employee data, privileged material, and third-party confidentiality restrictions. The output is a short written assessment for the estate and counsel.

    2. Step 2

      Retention

      If the estate proceeds, White Knight Restructuring is retained under section 327, with terms approved under section 328, on either a percentage of sale proceeds or a flat-fee basis. We work alongside the estate's existing professionals and do not displace counsel, the financial advisor, or the investment banker.

  2. Phase 2 of 3: Inventory, classification, and screening

    Records are classified by data type and sensitivity.

    We identify categories that should be excluded or protected: structured consumer databases, employee personnel and medical records, privileged communications, data owned by vendors, and material subject to confidentiality agreements or statutory protection.

    Remaining data is prepared for deidentification by an independent agent under a documented standard.

    Steps 3 to 5 in detail
    1. Step 3

      Inventory and classification

      [Pending confirmation]
    2. Step 4

      Privacy, privilege, and third-party screening

      We identify categories that should be excluded or protected: structured consumer databases, employee personnel and medical records, privileged communications, data owned by vendors, and material subject to confidentiality agreements or statutory protection. Remaining data is prepared for deidentification by an independent agent under a documented standard.

    3. Step 5

      Ombudsman and stakeholder engagement

      Where personally identifiable information is implicated, we support the request for appointment of a consumer privacy ombudsman under section 332 early, so the ombudsman has the time and access the process requires. We prepare materials for the U.S. Trustee, the committee, labor representatives, and counterparties likely to raise concerns.

  3. Phase 3 of 3: Court-supervised section 363 sale

    Vetted AI developers and data companies execute NDAs and receive access to redacted, deidentified samples in a controlled environment.

    The court approves the sale.

    After entry of the sale order, data is deidentified, certified, and transferred to the buyer through a logged, encrypted channel.

    Working copies are destroyed on a documented schedule and a certificate of destruction is provided to the estate.

    [Pending confirmation]
    Steps 6 to 10 in detail
    1. Step 6

      Valuation and marketing

      We prepare a data valuation summary and a confidential information memorandum describing the data without exposing it. Vetted AI developers and data companies execute NDAs and receive access to redacted, deidentified samples in a controlled environment.

    2. Step 7

      Bidding procedures and auction

      We support counsel in drafting bidding procedures, evaluating a stalking horse, setting qualification criteria for data buyers (including security posture and deidentification capability), and running the auction. Bids are compared on price and on the non-economic terms that drive approval.

    3. Step 8

      Sale hearing

      We support counsel with declarations, the asset schedule, the deidentification protocol, proposed order language, and responses to objections.

    4. Step 9

      Closing, transfer, and certification

      After entry of the sale order, data is deidentified, certified, and transferred to the buyer through a logged, encrypted channel. Certification can be filed with the court for each transfer, as proposed in Spirit.6

    5. Step 10

      Deletion and close-out

      Working copies are destroyed on a documented schedule and a certificate of destruction is provided to the estate. The audit trail is preserved for the record.

Request a confidential data assessment

The opportunity

Years of operating records, carried at zero

Most debtors hold ten to twenty years of email, chat, documents, tickets, logs, code, and operational systems. These records rarely appear as a line item on Schedule A/B. They are treated as a retention obligation, a discovery burden, or a cost to be shut down at the end of the case.

That treatment no longer reflects the market. AI developers need real records of how organizations actually work: how decisions are made, how exceptions are handled, how problems move from one team to another. Public internet text is finite and increasingly restricted. Synthetic data has known limits. Internal operating records are one of the few remaining sources of high-quality, human-generated material, and they cannot be obtained by crawling the web.

In August 2026, Google submitted the winning bid in the Spirit Airlines chapter 11 case for the debtors' deidentified enterprise data, at $10 million. That sale remains subject to court approval, with the hearing currently set for November 6, 2026.12

For an estate, this is a new source of recovery. In many cases it is available only once, before the records are destroyed under a wind-down plan.

If the records are destroyed or abandoned, that value is gone. If they are sold without a disciplined process, the sale may be delayed, narrowed, or opposed.

A different asset, a different buyer, a different price

Bankruptcy practitioners have seen data sold before: customer lists, loyalty programs, domain names, and brand assets in cases such as Borders, RadioShack, and 23andMe. Those cases remain the procedural foundation. They show how courts handle personally identifiable information, the role of a consumer privacy ombudsman, and how sale orders are conditioned.

What they do not show is how AI developers value data. A customer list is priced on the marketing value of reaching individuals. AI developers generally do not want to reach individuals at all. In Spirit, the parties excluded passenger and loyalty databases from the sale and required deidentification of the remaining data before transfer.25

AI developers price data on different factors:

  • Task yield. How many realistic, judgment-heavy work scenarios the records can support for training and evaluation.8
  • Scarcity and provenance. Unusual industries, long histories, and rare data types command premiums.810
  • Connected context. Records that link across email, chat, documents, tickets, and systems of record, with relationships preserved after deidentification.59
  • Clean transferability. A court order, a documented deidentification protocol, and resolved third-party claims reduce the buyer's legal risk and support price.

We use prior IP and customer-list sales for what they are useful for: sale procedure, ombudsman practice, and fee approval precedent. We price and market the data the way AI buyers actually buy it.

Why now

The market is forming now

AI developers began buying internal company records at meaningful scale within the last two years. Prices are not yet settled, buyers are running defined acquisition programs, and the legal and political scrutiny of these sales is increasing. Estates that act while competitive demand is strong, and before the process becomes more contested, are better positioned. In our judgment, the period of strongest pricing is likely measured in months, not years. That is an assessment, not a prediction, and the sources below explain the basis for it.

  • Demand
  • Supply constraint
  • Court process
  • Scheduled

Epoch AI projected range for full use of public human text: 2026 to 2032.11

Timeline graphic, 2024 to 2028. The same events are listed in order below.

Today: Oct 20, 2026
  1. Demand

    Reuters reported the agreement at about $60 million per year, according to a person familiar with the matter.

    Source: Reddit licenses content to Google (opens in a new tab)

  2. Demand

    Reuters reported Photobucket discussing licenses at 5 cents to $1 per photo and more than $1 per video.

    Source: Per-image pricing appears (opens in a new tab)

  3. Demand

    The Wall Street Journal reported the deal could be worth more than $250 million over five years.

    Source: News Corp and OpenAI (opens in a new tab)

  4. Demand

    Forbes reported that shutting-down startups were selling Slack, email, and code to AI labs through SimpleClosure.

    Source: Wind-down data market emerges (opens in a new tab)

  5. Demand

    Bloomberg reported SpaceX's AI unit discussed buying data from failed startups.

    Source: Another lab considers distressed data (opens in a new tab)

  6. Demand

    micro1 announced a commitment to spend $1 billion over 12 months acquiring enterprise operational data.

    Source: A 12-month, $1 billion program (opens in a new tab)

  7. Demand

    MIT Technology Review reported that data prices will likely stabilize in the coming year.

    Source: Prices expected to settle (opens in a new tab)

  1. Court process

    The court approved the $305 million sale of 23andMe's assets, including genetic data, with privacy safeguards after an ombudsman review.

    Source: 23andMe sale approved (opens in a new tab)

  2. Court process

    Spirit Airlines shut down during its chapter 11 case.

    Source: Spirit ceases operations (opens in a new tab)

  3. Court process

    The court approved appointment of a consumer privacy ombudsman under section 332.

    Source: Ombudsman appointed in Spirit (opens in a new tab)

  4. Court process

    Google submitted the successful bid of $10 million for deidentified enterprise data; Mercor.io was the alternate bidder at $7.5 million.

    Source: Spirit data auction (opens in a new tab)

  5. Court process

    The sale hearing was adjourned after the flight attendants' union objected. Further adjournments followed.

    Source: First adjournment (opens in a new tab)

  6. Court process

    The ombudsman's supplemental report found approval appropriate from a consumer-privacy perspective after passenger databases were excluded.

    Source: Ombudsman supports approval (opens in a new tab)

  7. Court process

    121 members of Congress asked Spirit and Google to delay pending additional employee protections.

    Source: Congressional scrutiny (opens in a new tab)

  8. Court process · Scheduled

    Hearing on approval of the Spirit data sale, Bankr. S.D.N.Y. Scheduled; outcome pending.

    Source: Spirit sale hearing (opens in a new tab)

  1. Supply constraint

    Epoch AI estimated that models will fully use the stock of public human text between 2026 and 2032.

    Source: Epoch AI projects a data limit (opens in a new tab)

  2. Supply constraint

    A Data Provenance Initiative study reported that about 25% of tokens from the highest-quality web sources had become restricted to AI crawlers.

    Source: The web begins to close (opens in a new tab)

  3. Supply constraint

    A Nature study found models degrade when trained indiscriminately on model-generated data.

    Source: Limits of synthetic data (opens in a new tab)

  4. Supply constraint

    Ilya Sutskever said pre-training as we know it will end because "we have but one internet."

    Source: "Peak data" (opens in a new tab)

Epoch AI projected range for full use of public human text: 2026 to 2032.11

  1. Feb 2024

    Demand

    Reddit licenses content to Google

    Reuters reported the agreement at about $60 million per year, according to a person familiar with the matter.13

    Source: Reddit licenses content to Google (opens in a new tab)

  2. Apr 2024

    Demand

    Per-image pricing appears

    Reuters reported Photobucket discussing licenses at 5 cents to $1 per photo and more than $1 per video.14

    Source: Per-image pricing appears (opens in a new tab)

  3. May 2024

    Demand

    News Corp and OpenAI

    The Wall Street Journal reported the deal could be worth more than $250 million over five years.15

    Source: News Corp and OpenAI (opens in a new tab)

  4. Jun 2024

    Supply constraint

    Epoch AI projects a data limit

    Epoch AI estimated that models will fully use the stock of public human text between 2026 and 2032.11

    Source: Epoch AI projects a data limit (opens in a new tab)

  5. Jul 2024

    Supply constraint

    The web begins to close

    A Data Provenance Initiative study reported that about 25% of tokens from the highest-quality web sources had become restricted to AI crawlers.16

    Source: The web begins to close (opens in a new tab)

  6. Jul 2024

    Supply constraint

    Limits of synthetic data

    A Nature study found models degrade when trained indiscriminately on model-generated data.17

    Source: Limits of synthetic data (opens in a new tab)

  7. Dec 2024

    Supply constraint

    "Peak data"

    Ilya Sutskever said pre-training as we know it will end because "we have but one internet."18

    Source: "Peak data" (opens in a new tab)

  8. Jun 2025

    Court process

    23andMe sale approved

    The court approved the $305 million sale of 23andMe's assets, including genetic data, with privacy safeguards after an ombudsman review.19

    Source: 23andMe sale approved (opens in a new tab)

  9. Apr 2026

    Demand

    Wind-down data market emerges

    Forbes reported that shutting-down startups were selling Slack, email, and code to AI labs through SimpleClosure.7

    Source: Wind-down data market emerges (opens in a new tab)

  10. May 2, 2026

    Court process

    Spirit ceases operations

    Spirit Airlines shut down during its chapter 11 case.2

    Source: Spirit ceases operations (opens in a new tab)

  11. Jul 23, 2026

    Court process

    Ombudsman appointed in Spirit

    The court approved appointment of a consumer privacy ombudsman under section 332.5

    Source: Ombudsman appointed in Spirit (opens in a new tab)

  12. Aug 14, 2026

    Court process

    Spirit data auction

    Google submitted the successful bid of $10 million for deidentified enterprise data; Mercor.io was the alternate bidder at $7.5 million.12

    Source: Spirit data auction (opens in a new tab)

  13. Aug 2026

    Court process

    First adjournment

    The sale hearing was adjourned after the flight attendants' union objected. Further adjournments followed.3

    Source: First adjournment (opens in a new tab)

  14. Sep 17, 2026

    Demand

    Another lab considers distressed data

    Bloomberg reported SpaceX's AI unit discussed buying data from failed startups.12

    Source: Another lab considers distressed data (opens in a new tab)

  15. Oct 5, 2026

    Court process

    Ombudsman supports approval

    The ombudsman's supplemental report found approval appropriate from a consumer-privacy perspective after passenger databases were excluded.6

    Source: Ombudsman supports approval (opens in a new tab)

  16. Oct 8, 2026

    Court process

    Congressional scrutiny

    121 members of Congress asked Spirit and Google to delay pending additional employee protections.4

    Source: Congressional scrutiny (opens in a new tab)

  17. Oct 9, 2026

    Demand

    A 12-month, $1 billion program

    micro1 announced a commitment to spend $1 billion over 12 months acquiring enterprise operational data.9

    Source: A 12-month, $1 billion program (opens in a new tab)

  18. Oct 13, 2026

    Demand

    Prices expected to settle

    MIT Technology Review reported that data prices will likely stabilize in the coming year.8

    Source: Prices expected to settle (opens in a new tab)

  19. Nov 6, 2026Scheduled

    Court process

    Spirit sale hearing

    Hearing on approval of the Spirit data sale, Bankr. S.D.N.Y. Scheduled; outcome pending.6

    Source: Spirit sale hearing (opens in a new tab)

Demand is real and current.

A frontier developer, two AI data companies, and a growing set of brokers have bid on or sought internal company records within the last year.

Process risk is growing.

The Spirit hearing was first set for August 19, 2026 and has been adjourned five times. Objections came from labor unions, vendors, and counterparties, and Congress has weighed in. Each future sale will be measured against that record.

Early preparation shortens the path.

In Spirit, the ombudsman was appointed weeks before the original hearing date and received data room access days before the auction.5 Estates that complete inventory, exclusions, and deidentification design before marketing are better placed to obtain approval on schedule.

Privacy and security

Built for the ombudsman, the objector, and the court

A data sale is approved on the strength of its safeguards. Our process is designed to be explained in a declaration and defended at a hearing.

  • US-only data handling

    [Pending confirmation]
  • Encryption

    [Pending confirmation]
  • Access control

    [Pending confirmation]
  • Deidentification and redaction

    [Pending confirmation]
  • Consumer privacy ombudsman

    [Pending confirmation]
  • Court oversight

    [Pending confirmation]
  • Audit trail

    [Pending confirmation]
  • Retention and destruction

    [Pending confirmation]

Engagement

Retained by the estate, on terms the estate prefers

White Knight Restructuring is retained by the debtor or trustee, subject to court approval under sections 327 and 328. We offer two structures and will propose whichever the estate, its counsel, and its stakeholders consider most appropriate and most readily approved in the particular case.

Percentage of sale proceeds

Compensation is a percentage of gross proceeds from the data sale, payable at closing from sale proceeds. The estate incurs no advisory fee if no sale closes. This aligns our compensation with recovery and is consistent with the percentage and contingent fee structures expressly contemplated by section 328(a).

Flat-fee estate-retained data-sale advisor

Compensation is a fixed fee, or a fixed fee per phase, approved at retention. This gives the estate cost certainty and may suit cases where the committee, the U.S. Trustee, or the court prefers a fixed structure.

Either structure can be paired with a cap, a phase-based budget, or a fee that steps with proceeds, as the case requires. Specific terms are proposed after the confidential assessment.

[Pending confirmation]

Who we serve

For the fiduciaries and professionals who run the case

Debtors and debtors in possession
An additional source of value from records you already hold, handled in a way that does not distract from the main sale process.
Chapter 11 and chapter 7 trustees
A process to identify and liquidate a non-traditional asset, with a retained advisor whose compensation can be tied to recovery.
Liquidating and post-confirmation trusts
Records that remain in the trust's custody may be saleable where the plan and confirmation order permit. We help trustees evaluate authority, process, and value.
Debtor's counsel
Support on bidding procedures, ombudsman engagement, the asset schedule, declarations, and order language specific to data sales.
Creditors' committee counsel
An independent view of whether data value is being captured, and of the privacy and objection risk that could delay a sale.
Financial advisors and chief restructuring officers
A specialist workstream that adds recovery without displacing your role in the case.
Claims buyers and secured lenders
Visibility into a recovery source that may affect claim value, and into whether data is included in the collateral package.

Insights and resources

Selected reading

Sources we rely on. Links go to the original publisher. Inclusion does not imply endorsement by the author or publisher.

Spirit Airlines data sale

The market for operating data

Data scarcity

Bankruptcy precedent and practice

Frequently Asked Questions

Process

Who are the buyers?

Buyers include frontier AI developers, AI data companies that build training and evaluation environments, and technology companies training their own models. Spirit's auction drew Google and Mercor.io, and a third AI data company filed a notice of intent to bid.5 We qualify buyers on financial capacity, security posture, deidentification practice, and willingness to accept use and onward-transfer restrictions.

What data qualifies?

Most valuable are long-running, connected records of real work: email, chat, shared documents, tickets and case histories, project and workflow systems, operational logs, code repositories, and domain-specific systems of record. Ten to twenty years of history and unusual industries tend to add value. Structured consumer databases are usually excluded. Value depends on depth and variety, not volume alone.8

How long does the process take?

The timetable depends on the case, the data, and the objections. In Spirit, the bidding procedures order was entered June 22, 2026, the auction was held August 14, and the sale hearing originally set for August 19 has been adjourned to November 6.45 Our aim is to complete inventory, exclusions, deidentification design, and stakeholder engagement before marketing begins, which is where most of the delay in Spirit arose.

Can a data sale run alongside the main asset sale?

Yes. Spirit marketed its deidentified data under the same bidding procedures order that governed other assets, as a separate lot with its own auction and hearing.5 A data sale can also proceed later in the case, or in a liquidating or post-confirmation trust where the plan permits.

What if the debtor has already begun to destroy or abandon records?

Contact us promptly. Litigation holds, retention obligations, and plan provisions may already govern the records. We can help counsel assess what remains, whether a sale is still practical, and whether any relief from a retention or destruction order is appropriate.

Privacy and safeguards

When is a consumer privacy ombudsman required?

Under section 363(b)(1), if the debtor disclosed a privacy policy prohibiting transfer of personally identifiable information and that policy was in effect on the petition date, the sale of that information must either be consistent with the policy or be approved after appointment of an ombudsman under section 332 and appropriate findings by the court. Many data sales are structured to exclude consumer PII entirely. Even so, courts and the U.S. Trustee may favor appointment where consumer data could be present in the records, as occurred in Spirit by stipulation.5 We generally recommend addressing the question at the outset rather than near the sale hearing.

What about employee data? The Code's privacy provisions focus on consumers.

That is correct, and it is the most active issue in this area. The definition of personally identifiable information in section 101(41A) is framed around consumers, and the Spirit ombudsman expressly did not assess employee risk.6 Unions in Spirit relied instead on section 107(b), collective bargaining agreements, and sector statutes.5 Our process screens personnel, payroll, medical, disciplinary, grievance, and union-related records for exclusion or additional protection, and we recommend early engagement with labor representatives where they exist.

How is confidentiality protected during marketing?

Prospective buyers sign an NDA approved by the estate before receiving any material. They see a written description and redacted, deidentified samples in a controlled viewer with watermarking and logging. No full dataset is released before entry of a sale order and completion of certified deidentification.

Court and legal

Is operating data property of the estate that can be sold under section 363?

Generally, records the debtor created or owns in the ordinary course are property of the estate under section 541 and may be sold under section 363(b) after notice and a hearing. The threshold question in each case is whether specific data is in fact estate property. Data generated by a vendor's platform, licensed datasets, and material subject to confidentiality agreements may belong to others or carry restrictions. In Spirit, a software vendor and an engine manufacturer raised exactly those issues.5 We identify those categories during inventory, before the asset schedule is filed.

Does a sale expose the estate to post-closing liability?

A sale order can provide free and clear relief under section 363(f) and good-faith purchaser protection under section 363(m), but privacy policy commitments, state deidentification standards, and employment law obligations may follow the data regardless.20 Buyer-side covenants on reidentification, use restrictions, and onward transfer, together with independent certification, reduce that exposure. Counsel should evaluate residual risk in each case.

Retention and fees

How is White Knight Restructuring retained and paid?

We are retained by the debtor or trustee under section 327, with terms approved under section 328. We offer either a percentage of sale proceeds or a flat fee. Section 328(a) permits employment on any reasonable terms, including percentage and contingent fee arrangements, subject to the court's authority to revisit terms that prove improvident in light of developments not capable of being anticipated. We file the customary declaration addressing disinterestedness under section 327.

[Pending confirmation]
What does this cost the estate?

Under the percentage structure, the estate pays no advisory fee unless a sale closes, and the fee is paid from proceeds. Under the flat-fee structure, the cost is fixed and approved at retention. In Spirit, the buyer bore the cost of independent deidentification without reduction of the purchase price.5 Whether that term is obtainable depends on the market for the specific data, and we negotiate it where we can.

[Pending confirmation]

Request a confidential data assessment

Tell us about the case.

[Pending confirmation]

Information submitted through this form is treated as confidential and is stored in the United States. Please do not upload documents or include personal information about individuals at this stage.

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For example, In re Example Holdings, Inc. Enter "Pre-filing" if no case is filed.

Format hint: 26-12345

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About the data

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Data types (required, at least one)

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A rough estimate is sufficient.

Personally identifiable information involved (required)
Privacy policy in effect at filing (optional)

Relevant to section 363(b)(1).

Timing

For example, a bid deadline, sale hearing, or destruction date.

Do not include confidential client information or personal data about individuals.

The records are already in the estate. The question is whether they will be sold or destroyed.

A confidential assessment takes little of your time and creates no obligation.

Request a confidential data assessment

Or write to bryant.oberg@whiteknightrestructuring.com