VFF - The signal in the noise
NewsTrending

Startup Slack Threads Become Commodity for AI Training

Read original
Share
Startup Slack Threads Become Commodity for AI Training

AI training companies like Mercor are actively acquiring internal communications and code from startups, offering payments up to $300,000 for Slack threads, GitHub records, and meeting transcripts. Warmly's CEO received four such acquisition offers within days of the company's HubSpot acquisition announcement. The practice highlights how internal startup data has become a commodity for AI model training, even as acquirers may not want the same datasets.

  • Mercor and similar AI training firms are buying or licensing startup internal communications, code, and meeting records for AI model training
  • Warmly received four unsolicited offers for its datasets after announcing its HubSpot acquisition in late June
  • Companies are specifically targeting data that traditional acquirers exclude from deals, including Slack messages, GitHub content, Asana records, and staff meeting transcripts
  • The practice reveals a new market for startup operational data driven by demand from AI labs including OpenAI, Anthropic, and Google

This signals a structural shift in how AI training data is sourced and valued. Startups now face a secondary market for their internal communications, creating both a revenue opportunity and a privacy consideration. The fact that AI labs are willing to pay for this data suggests it has meaningful training value, even if it comes from failed or acquired companies.

For startup founders and investors, internal communications now represent a monetizable asset separate from the company's core business value. However, this also introduces new legal and contractual complexity around employee privacy, confidentiality agreements, and what data can be sold post-acquisition. Companies need to understand their obligations before accepting such offers.

  • Startup data, particularly internal communications and process documentation, is becoming a distinct asset class with market value for AI training
  • Employees and contractors may not expect their internal communications to be sold to third parties, creating potential privacy and trust issues
  • Acquirers may need to explicitly negotiate for or against the inclusion of internal datasets in acquisition agreements to avoid post-deal complications

Monitor whether this practice becomes standard in acquisition negotiations and whether regulatory scrutiny emerges around employee data privacy in these transactions. Track whether startups begin monetizing this data as a revenue stream and how employee agreements evolve to address data ownership and consent.

Share

Subscribe to the newsletter

The latest stories and analysis, delivered to your inbox.

Free. No spam. Unsubscribe any time.

Related stories

OpenAI Daybreak cybersecurity models now on AWS

OpenAI Daybreak cybersecurity models now on AWS

OpenAI and AWS have integrated Daybreak cybersecurity capabilities into Amazon Bedrock, making the models available to enterprise customers. Daybreak is positioned to support security workflows through AWS's managed service for foundation models. The partnership expands access to OpenAI's cybersecurity-focused AI tools for organizations already using AWS infrastructure.

· OpenAI
AWS Embeds Security in Rival AI Models, Betting on Control Plane

AWS Embeds Security in Rival AI Models, Betting on Control Plane

AWS announced at Black Hat USA 2026 that its Continuum vulnerability platform will integrate directly into Anthropic's Claude Code and OpenAI's Codex, embedding AWS security tooling at the point where developers write code regardless of which AI model they use. The move positions AWS as a security control plane for enterprise software development and reflects an urgent industry response to frontier AI models like Claude Mythos Preview, which identified thousands of previously unknown zero-day vulnerabilities during testing. AWS also expanded its Security Hub Extended marketplace with a 10th category focused on supply chain protection, adding Chainguard and Socket as partners.

by michael.nunez@venturebeat.com (Michael Nuñez)· VentureBeat AI
OpenAI Launches GPT-5.6-Cyber for Authorized Security Research
TrendingModel Release

OpenAI Launches GPT-5.6-Cyber for Authorized Security Research

OpenAI has released GPT-5.6-Cyber, a cybersecurity-focused model available through Daybreak Red for authorized vulnerability research, exploit validation, and security testing. The model is designed to support authorized security professionals in identifying and validating vulnerabilities. The release reflects growing demand for AI tools tailored to defensive security work.

· OpenAI
Valve Steam hardware breach exposes European customer data

Valve Steam hardware breach exposes European customer data

Valve's European shipping partner CEVA Logistics suffered a data breach between July 29th and August 1st that may have exposed customer names, addresses, phone numbers, and email addresses for Steam hardware orders. The breach occurred weeks after Valve began taking reservations for its new Steam Machine and Steam Controller. CEVA stores delivery-related information for up to 90 days after orders, making European customer data vulnerable during that window.

by Emma Roth· The Verge AI