buildConfirmed2 publishers Mercor's Benchmark Map finds only 208 of 923 US occupations have a task with five or more AI benchmark prompts mapped to it. The report says about 90% of paid hours fall in tasks benchmarks barely cover, so leaderboard scores speak to a thin slice of work.
Reality
- Evidence45
- Adoption
- Not scored
- Hype gap+15
- Incentives60
- Confidence50
Specialists checking AI output earn $80 to $450 an hour, a floor above the $65 generalist ceiling
Doctors, lawyers and engineers training AI models earn $80 to $450 an hour, Bloomberg reported, against $10 to $65 for generalist data workers. Mercor's average expert rate, $85 to $108, sits near the bottom of that range.
Reality
- Evidence40
- Adoption55
- Hype gap+15
- Incentives
- Not scored
- Confidence45
Closing a startup now includes deciding whether to sell its Slack history to an AI lab
SimpleClosure says 47% of its startup wind-down deals now include a sale of code or workspace data. One founder netted about $25,000 for his code base, and a lawyer who advises AI startups calls such data "legally radioactive."
Reality
- Evidence50
- Adoption45
- Hype gap+20
- Incentives70
- Confidence50
More than 100 lawmakers led by Sen. Elizabeth Warren asked Google and Spirit Airlines to keep former employees' records out of a $10 million data sale. So far the objection has cost Google one thing: an independent scrub of the data, a step it says it offered from the start. A bankruptcy judge takes up the sale at an Oct. 14 hearing.
Perspective Coverage
4 publishers
- Builder
- Builder 26%
- Operator
- Operator 45%
- Investor
- Investor 29%
Reality
- Evidence62
- Adoption
- Not scored
- Hype gap+15
- Incentives60
- Confidence58
Halluminate raised a $30 million Series A led by Oak HC/FT to train AI agents on deal diligence, where the best of seven frontier models averaged 51%. Its customers are AI labs, so the round is a bet that model makers keep paying a nine-person firm for finance-specific training.
Perspective Coverage
4 publishers
- Builder
- Builder 34%
- Operator
- Operator 10%
- Investor
- Investor 56%
Reality
- Evidence45
- Adoption55
- Hype gap+20
- Incentives70
- Confidence55
A bankruptcy court in Manhattan just put a clearing price on internal chatter: 100 million emails and 500 million Teams messages, sold to train AI models.
Perspective Coverage
4 publishers
- Builder
- Builder 36%
- Operator
- Operator 31%
- Investor
- Investor 33%
Reality
- Evidence72
- Adoption25
- Hype gap+25
- Incentives60
- Confidence68
Google outbid Mercor by $2.5 million for a dead airline's Teams messages, calendars and codebase. Leaders need a data-disposition position before the wind-down, not during it.
Reality
- Evidence68
- Adoption30
- Hype gap+22
- Incentives55
- Confidence62
404 Media tracked a rare-book order to an Amazon warehouse in Las Vegas where spines are cut off to feed a scanner. The destruction is not a quirk. It is a compliance expense.
Perspective Coverage
3 publishers
- Builder
- Builder 30%
- Operator
- Operator 32%
- Investor
- Investor 38%
Reality
- Evidence58
- Adoption45
- Hype gap+15
- Incentives68
- Confidence58
A $100 million Series C led by ICONIQ, the third round in about a year, buys a board seat and a claim on general ledger spend. The growth disclosure is rates, not levels.
Perspective Coverage
4 publishers
- Builder
- Builder 20%
- Operator
- Operator 31%
- Investor
- Investor 49%
Reality
- Evidence45
- Adoption40
- Hype gap+35
- Incentives70
- Confidence60
The Spirit Airlines bankruptcy auction put a price on a defunct company's internal records. The union's objection shows the scrubbing standard was written for customers, not staff.
Perspective Coverage
4 publishers
- Builder
- Builder 30%
- Operator
- Operator 39%
- Investor
- Investor 31%
Reality
- Evidence72
- Adoption35
- Hype gap+15
- Incentives70
- Confidence65
Tenet is post-trained on Moonshot's Kimi K3, converting per-call payments to OpenAI, Anthropic and Google into a fixed training bill. The counterparty risk moved rather than disappeared.
Reality
- Evidence55
- Adoption15
- Hype gap+30
- Incentives60
- Confidence55
Forbes puts the 18-month-old training-data startup at $3.2bn against the $300m it carried five months ago. Most of that move is multiple rather than growth, and the round has not yet closed or named a lead.
Reality
- Evidence35
- Adoption55
- Hype gap+40
- Incentives65
- Confidence45
buildConfirmed4 publishers OpenAI's outside reviewers read real conversations with account names masked. The 404 Media documents show some review tasks also carry a summary of what ChatGPT has remembered about the user, including location.
Perspective Coverage
4 publishers
- Builder
- Builder 30%
- Operator
- Operator 55%
- Investor
- Investor 15%
Reality
- Evidence58
- Adoption
- Not scored
- Hype gap+15
- Incentives60
- Confidence60
The $350m Series E values Snorkel AI at $3.5b, roughly nine times the annualized revenue it reports. What a customer buys now is a written evaluation rubric, a graded dataset and a sandbox to train in.
Reality
- Evidence52
- Adoption48
- Hype gap+24
- Incentives80
- Confidence60
Reviewers policing OpenAI's training contractors are barred from using AI detection tools
404 Media found contractors who read real ChatGPT conversations have been fired for handing in model-generated work, and the internal documents show the sanctioned check on them is a human judging the overall pattern.
Reality
- Evidence64
- Adoption58
- Hype gap+12
- Incentives62
- Confidence66
Google put an undercover analyst inside TeamPCP's inner circle during its 1,000-company campaign
TeamPCP hijacked developer accounts, poisoned hundreds of programs and released a worm to automate the spread. Google says the inside access let it warn victims, revoke stolen credentials and help patch an AI-developed zero-day.
Reality
- Evidence32
- Adoption38
- Hype gap+22
- Incentives68
- Confidence30
Google won 100 million Spirit emails and 500 million Teams chats for $10 million
The sale turns a defunct airline's internal communications into an asset lot, priced at $10 million for the emails, the Teams chats, the code repository and personnel files going back to 1986.
Reality
- Evidence74
- Adoption25
- Hype gap+12
- Incentives58
- Confidence62
Air Street Capital led $40 million into a hiring marketplace where an agent for the candidate and an agent for the employer must both agree before an introduction happens. The two have arranged 25,000 interviews so far.
Perspective Coverage
3 publishers
- Builder
- Builder 27%
- Operator
- Operator 23%
- Investor
- Investor 50%
Reality
- Evidence38
- Adoption42
- Hype gap+34
- Incentives78
- Confidence62
Micro1 outbids Google by 25% for Spirit Airlines' decades of records
Three AI data suppliers have pushed the price of a bankrupt airline's files from $7.5 million to $12.5 million in an auction with no comparables, and the court-appointed privacy ombudsman has not yet examined the new top bidder.
Reality
- Evidence62
- Adoption55
- Hype gap+18
- Incentives68
- Confidence58
Sequoia-led round values Mecka AI near $500M for footage of people making coffee
Mecka AI pays people to wear sensors while they make coffee or fix cars, and two people told TechCrunch that Sequoia is leading a round at about $500 million, three months after a $60 million round. The terms are not final.
Reality
- Evidence38
- Adoption
- Not scored
- Hype gap+30
- Incentives68
- Confidence35