Kevin Mandia's Armadin raised $255.5 million at a valuation above $2.5 billion, bringing its total to $445 million seven months after launch. Its case against periodic pen tests rests on performance data from an exercise Armadin ran with a partner.
Perspective Coverage
6 publishers
- Builder
- Builder 24%
- Operator
- Operator 38%
- Investor
- Investor 38%
Reality
- Evidence55
- Adoption30
- Hype gap+40
- Incentives75
- 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
Metaview raised a $60M Series C led by Insight Partners, taking its total funding to $110M for AI agents that source and screen job candidates. Its sourcing agent already works in Slack, so teams can trial it on one role before reorganizing recruiters.
Reality
- Evidence45
- Adoption50
- Hype gap+30
- Incentives75
- Confidence55
The reported price for Glass Imaging is more than $300 million against a roughly $100 million valuation a year ago and $29.3 million of disclosed venture money in, and OpenAI has not said what the technology is for.
Perspective Coverage
5 publishers
- Builder
- Builder 33%
- Operator
- Operator 22%
- Investor
- Investor 45%
Reality
- Evidence50
- Adoption30
- Hype gap+20
- Incentives50
- Confidence55
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
buildOne report1 publisher Blacksmith enforces its org-only rule by leaving the job queued forever
An unaffiliated 10-trial benchmark clocked Blacksmith's runners at 3.17x and 3.77x faster than ubuntu-latest, with no overlap in the ranges. Reaching that baseline first meant moving the repository off a personal account.
Reality
- Evidence62
- Adoption26
- Hype gap+14
- Incentives24
- Confidence55
Pocket's export window closed and the demand went shopping
Mozilla shut a product it bought in 2017 because browsing habits had changed. Users answered by paying someone else for the same feature.
Reality
- Evidence44
- Adoption30
- Hype gap+18
- Incentives42
- Confidence52