September 15, 2026|Publications
“AI startups’ reliance on third-party technology and increasingly valuable data can complicate bankruptcy, raising questions about what can be sold, what survives and whether existing privacy protections are enough.
The money pouring into AI can make business failures easy to overlook. Stanford’s 2026 AI Index reports that private AI investment grew 127.5% in 2025, while generative AI attracted nearly half of all private AI funding. Yet a 2025 MIT Project NANDA study found that only 5% of the enterprise-grade AI tools it evaluated reached production. The figure is not a startup failure rate, but it shows how difficult it can be to turn a promising tool into a product used at scale. Data left behind by a failed business is also carrying growing value. Recently, Google reportedly bid $10 million for part of bankrupt Spirit Airlines’ internal archive, including emails, workplace messages and operating records, to improve its products and AI models. When an AI startup fails, its technology, data and customer relationships may take different paths. The result can raise difficult questions about what can be sold, whether the service will continue and how customer information will be protected.”
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