Market & Regulation
The booming market for buying corporate workflow data
WIRED AIhigh confidence
Why it matters
- →AI labs are shifting from scraping public data to purchasing private corporate workflows as a primary training source.
- →A new industry of data brokers is emerging, monetizing employee digital exhaust through anonymization.
- →Privacy regulations lag behind this practice, creating legal risks around consent and data de-identification.
A growing sector of data acquisition startups is purchasing private corporate workflows from companies and individuals to train AI models. Firms like Mercor, Micro1, and Handshake are buying emails, Slack messages, and internal documents, with deals reaching up to $2 million for large datasets. This trend emerged as AI labs found public web data insufficient for improving model performance on complex knowledge work. The practice has sparked legal and ethical debates, particularly after a dispute over the sale of Spirit Airlines' digital assets, highlighting risks regarding employee privacy and consent.
Read originalThe story around this
Earlier coverage that leads up to this article, and what followed. Lines connect each piece to the closest one after it, converging here.
How we got here
- 1Intel Explores Agentic AI for Enterprise Workflows
MIT Technology Review AI · July 27, 2026 · Background
- 2Verb Offers Platform to Sell Personal Data for AI Training
Matt Wolfe · August 27, 2026 · Background
- 3AI Agents Enhance Enterprise Workflows
OpenAI · September 1, 2026 · Background
- 4NYT v OpenAI filings reveal internal AI scraping admissions
TechCrunch AI · September 17, 2026 · Background
- 5Meta's Muse Agent: High Utility, Aggressive Data Harvesting
WIRED AI · September 20, 2026 · Background
- 6AI Agent Security M&A Map Emerges
Crunchbase News · September 23, 2026 · Background
- 7AI labs buy data from defunct startups
MIT Technology Review AI · October 13, 2026 · Related
- 8Floqer raises $2M for autonomous sales research agents
TechCrunch AI · October 14, 2026 · Background
More from WIRED AI
© WIRED AIResearchother
Open Chinese AI Models Match Frontier Labs in Hacking
The long-held assumption that closed frontier models hold a definitive edge in cyber capabilities has collapsed. Vals research shows DeepSeek matching OpenAI’s Daybreak on complex network attacks, completing 73% of tasks versus 81%. This parity arrives just months after Anthropic predicted such a shift, rendering gated access strategies largely moot for slowing capability proliferation. The cost disparity is stark: $2 to $3 for open models versus up to $46 for proprietary APIs, creating a powerful economic incentive for widespread adoption by both defenders and attackers. We are now in a landscape where advanced offensive AI is cheap, accessible, and effectively democratized.
WIRED AI
© WIRED AIMarket & Regulationbusiness
The emerging economics of ads in AI chatbots
Chatbot advertising is shifting from a novelty to a structural necessity as labs face massive inference costs. While Anthropic holds the high ground with an ad-free pledge backed by $112 billion in cash, OpenAI and Google are aggressively monetizing user attention, with ChatGPT already serving over 100,000 advertisers. Startups like Koah Labs are filling the gap for smaller platforms, leveraging full conversation context to drive click-through rates comparable to traditional search. The real tension lies in privacy: these systems ingest entire dialogue histories to target users, raising questions about whether consumers will accept this level of surveillance for free AI access.
WIRED AI
© WIRED AIGeneral AIagents
Aina Ring Launches as AI Agent Approval Device
Aina is betting that the next bottleneck in AI adoption isn't capability, but human approval latency. The Aina Ring solves this with a titanium wearable featuring a small display and joystick, designed specifically to accept or reject proactive agent actions without touching your phone. Priced at $399 for preorders, it targets early adopters tired of managing autonomous tasks via smartphone screens. By positioning itself as an interface layer rather than a phone replacement, Aina acknowledges that while agents are ready, human attention remains the constraint.
WIRED AI
More in Market & Regulation
© TechCrunch AIMarket & Regulationbusiness
Google buys Crusoe's Wyoming data center project
Google is acquiring an unfinished data center from Crusoe in Wyoming, signaling a strategic pivot to direct infrastructure control amid scaling pressures. The $17 billion investment highlights the immense capital required for AI compute, as independent developers struggle with cost and timeline overruns. This move illustrates the growing vertical integration of tech giants into physical infrastructure, reducing reliance on third-party providers like Crusoe for massive deployments. By taking ownership, Google bypasses the bottlenecks that often plague external development teams. The deal reflects a broader industry trend where hyperscalers reclaim control over their most critical assets. Independent builders now face stiffer competition from companies with deeper pockets and direct operational oversight.
TechCrunch AI
© TechCrunch AIInvestment · $11B
Market & Regulationbusiness
OpenAI raises $11B at $1.25T valuation
OpenAI is securing an additional $11 billion in a funding round that values the company at $1.25 trillion, falling short of its initial $30 billion target but still signaling massive investor confidence. This latest capital injection comes as the broader AI market faces headwinds, with Anthropic’s potential IPO valuation also cooling from earlier highs. The move highlights OpenAI's continued ability to attract deep-pocketed support despite regulatory uncertainties and political shifts affecting data center expansion. While the round hasn't fully closed, the sheer scale of this valuation reinforces OpenAI's dominant position in the race for AI supremacy. Investors are betting big on the lab's ability to maintain its lead in compute and model capabilities. The delay in IPO plans suggests a strategic pause to navigate these complex market conditions. This funding ensures OpenAI remains the financial heavyweight in the sector.
TechCrunch AI
© The AI Daily BriefMarket & Regulationbusiness
Enterprise AI Spending Surges 5x Year-Over-Year
Menlo's latest report reveals enterprise AI spending has increased nearly five times in one year, primarily driven by the adoption of AI agents.
The AI Daily Brief