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AIModelKit > Ethics > How AI Labs are Acquiring Data from Defunct Startups to Enhance Model Training
Ethics

How AI Labs are Acquiring Data from Defunct Startups to Enhance Model Training

aimodelkit
Last updated: October 13, 2026 10:00 am
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How AI Labs are Acquiring Data from Defunct Startups to Enhance Model Training
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The Rise of Data Sales: Opportunities and Challenges in the New AI Era

In April, SimpleClosure made a significant move by introducing data sales to its offerings. Leveraging its Asset Hub platform, the company enables founders to market their code and workspace data—including emails, chats, and documents. This innovation has attracted buyers ranging from AI labs and vendors setting up simulated workspaces to established tech companies innovating their own models. Thus far, Asset Hub has facilitated over 150 deals, with projections suggesting a return of over $10 million to startups by the end of 2026. CEO Dori Yona observes that transactions involving code or data have shifted from being “somewhat taboo” to a common practice, with nearly 47% of SimpleClosure’s deals now encompassing such sales.

Contents
  • The Competitive Landscape: Sunset’s Growing Data Resale Business
  • The Sudden Rise in Demand for Defunct Company Data
  • Real Archives vs. Synthetic Worlds: Performance Gains Unveiled
  • Major Deals: Acquisitions and Their Implications
  • Legal and Ethical Implications in Data Sales
  • Who Really Profits? The Question of Captured Capital
  • Limitations and Concerns for Founders

The Competitive Landscape: Sunset’s Growing Data Resale Business

SimpleClosure is not alone in this burgeoning data market. Industry rival Sunset has also rapidly developed its own data resale segment. Founder and CEO Brendan Mahony likens the value of data from defunct companies to “particle board.” He emphasizes that the operational exhaust data—similar to the wood shavings many considered worthless—holds significant potential. Sunset appraises a dying client’s assets based on headcount, years in business, data volume, and tool usage, showcasing a business model that capitalizes on perceived waste.

The Sudden Rise in Demand for Defunct Company Data

The demand for data from defunct companies surged unexpectedly last year as AI training labs reached their limits with public and synthetic datasets. Companies like Surge AI have emerged, purchasing data to create “reinforcement-learning gyms.” These environments allow AI agents to practice complex tasks such as debugging IT architectures or drafting legal briefs. According to Nick Heiner, who oversees these projects, the depth and variety of data captured in archives—like a company’s Slack conversations—can dramatically enhance the training material’s value, sometimes even exceeding the worth of a complete data suite from another firm.

Real Archives vs. Synthetic Worlds: Performance Gains Unveiled

The key advantage of using real data archives is their capacity to avoid common pitfalls encountered when generating synthetic worlds, such as non-existent date references. Yet, the actual performance gains from utilizing real-world data are still uncertain, as no comprehensive tests have compared the efficacy of real data training with alternative methods. Pricing for these data sales varies widely, driven by complex “research theses” that estimate the potential usefulness derived from thousands of lines of code or any specific dataset.

Major Deals: Acquisitions and Their Implications

Bigger transactions are also becoming commonplace in this new market. For example, in August, Google secured decades of data from Spirit Airlines during the airline’s bankruptcy proceedings, outbidding AI data company Mercor. The deal included a staggering 100 million emails, 500 million Teams messages, and 176,000 employee records, all for a price tag of $10 million. Reports in September indicated that SpaceX’s AI division is contemplating the purchase of data from struggling startups, highlighting the increasing interest from major tech players in acquiring valuable data assets.

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Legal and Ethical Implications in Data Sales

However, this burgeoning market raises numerous legal and ethical questions. The sale of Spirit Airlines’ data faced pushback from the flight attendants’ union over privacy concerns. Legal expert Greg Ewing, who specializes in advising AI startups, deems such data as “legally radioactive.” While suppliers work to scrub personally identifiable information and remove sensitive HR records, potential privacy breaches linger in the shadows—emails may reveal personal doctor appointments or family plans, complicating matters further. The current landscape resembles a “Wild West of AI training,” where formal licensing agreements are just beginning to take shape.

Who Really Profits? The Question of Captured Capital

An integral aspect of this discussion revolves around who reaps the benefits from these windfall sales. Typically, the financial gains flow primarily to senior creditors and investors rather than employees. Legal scholar Ifeoma Ajunwa notes that this situation represents a form of “captured capital.” While monitoring data may have justified its use during operational periods, the rationale dissipates once a company folds. Ajunwa asserts that employers should secure explicit consent from employees before selling their data, though currently, no federal laws prevent such transactions.

Limitations and Concerns for Founders

While data sales are viewed as a viable means for failing startups to recover value, they also come with significant limitations. Founders often lack visibility into who is purchasing their data and the intentions behind it. Additionally, the assurance of receiving a fair market offer is tenuous at best. As the market for data evolves, pricing is expected to stabilize unless an AI bubble bursts first. Regardless, the landscape of tech’s new undertakers remains crucial in evaluating and appraising data remnants left in the wake of failing businesses.

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