FDA's unannounced chatbot session gave select tech firms an early say in health-AI guidance
FDA officials hosted at least 35 industry groups at an unannounced February session on patient chatbots, after inviting them in a CMS Slack chat room. The guidance it informs will cover every patient-chatbot maker, including firms left outside the room.
Reality
- Evidence62
- Adoption20
- Hype gap+30
- Incentives75
- Confidence58
buildConfirmed4 publishers Gallatin AI raised a $50 million Series A, backed by 8VC and Silent Ventures, to push its military logistics software into sustainment planning. Runtimewire reported that the company has yet to publish a measured gain in planning time or readiness from the units already using it.
Perspective Coverage
5 publishers
- Builder
- Builder 24%
- Operator
- Operator 32%
- Investor
- Investor 44%
Reality
- Evidence55
- Adoption35
- Hype gap+30
- Incentives70
- Confidence60
Armadin, the AI attack-testing startup run by Mandiant founder Kevin Mandia, raised $255.5 million at a valuation above $2.5 billion. Investors are betting that always-on AI agents will take over the budget companies now spend on periodic penetration tests.
Perspective Coverage
6 publishers
- Builder
- Builder 31%
- Operator
- Operator 32%
- Investor
- Investor 37%
Reality
- Evidence55
- Adoption20
- Hype gap+40
- Incentives80
- Confidence60
Generalist adds a billion dollars of valuation in six weeks on one model release
A $200M extension prices the robot foundation model startup at $3B, led by an investor already on the cap table. The field evidence is a company claim about three-second demos.
Reality
- Evidence35
- Adoption10
- Hype gap+45
- Incentives65
- Confidence40
Vals sells a private AI exam to the labs it grades
Vals keeps its test materials private and charges the model developers it scores, and Andreessen Horowitz has now put $40 million behind that arrangement. Buyers reading the numbers cannot run the test themselves.
Reality
- Evidence33
- Adoption35
- Hype gap+34
- Incentives82
- Confidence46
buildOne report1 publisher Ironsite raised $30.8M for its construction AI built on hard-hat camera footage
The Form D behind the closed round counts convertible securities that had already converted as half of the $30,792,485 total. The data source the money funds is a camera worn by each worker all day.
Reality
- Evidence58
- Adoption
- Not scored
- Hype gap+20
- Incentives62
- Confidence55
Ten Coves Capital led $22 million into Luminary, whose platform reads estate documents for advisers overseeing more than $500 billion in client assets. Human reviewers still check what the AI extracts.
Reality
- Evidence42
- Adoption40
- Hype gap+12
- Incentives78
- Confidence55
buildOne report1 publisher Cognition's $47bn ask prices Devin at about 94 times its own run rate
The round is still under negotiation, but the multiple it implies will outlast the negotiation. That multiple is the figure every seller of coding agents will get measured against the next time procurement asks why the seat price moved.
Reality
- Evidence34
- Adoption54
- Hype gap+37
- Incentives71
- Confidence44
Generalist raises a reported $200M a week after Gen-1.5, and the automation bill moves line items
The model teaches robot arms from hand demonstrations instead of per-task code. Generalist's own figures put completion at 83% with a few examples, which still leaves a person at the station.
Reality
- Evidence30
- Adoption12
- Hype gap+38
- Incentives72
- Confidence40
A $52mn seed closes with an $18mn top-up and a first office outside Africa. The argument that production can stay put now rests on a $100mn bookings number.
Perspective Coverage
3 publishers
- Builder
- Builder 28%
- Operator
- Operator 30%
- Investor
- Investor 42%
Reality
- Evidence34
- Adoption31
- Hype gap+46
- Incentives68
- Confidence56
Wispr raised $280 million at a $2 billion valuation six months after its last round. Its lead investor says the competitive set is every text box in front of an AI model.
Perspective Coverage
3 publishers
- Builder
- Builder 22%
- Operator
- Operator 33%
- Investor
- Investor 45%
Reality
- Evidence58
- Adoption56
- Hype gap+31
- Incentives80
- Confidence63
Terra's $52M seed is a wager on procurement, and the Accra factory is the settlement date
The Nigerian defence-tech company added $18M and a London office. The load-bearing number is a 34,000 sq ft Ghana plant due in Q4 2026, promising 50,000 units a year by 2028.
Reality
- Evidence28
- Adoption20
- Hype gap+42
- Incentives74
- Confidence33