Uvi, which raised $7.5 million in seed funding, says its own tests show company-built AI agents cost about eight times as much per answer. Both reports trace the figure to Uvi's testing, so it is a claim to reproduce on a buyer's workloads.
Perspective Coverage
3 publishers
- Builder
- Builder 43%
- Operator
- Operator 30%
- Investor
- Investor 27%
Reality
- Evidence30
- Adoption20
- Hype gap+35
- Incentives80
- Confidence60
Mueon, a startup founded by former Intel engineers, raised a $65 million Series A led by Maverick Silicon for its stacked Cubelet server. The up-to-10x power and cost figure is the company's own claim.
Perspective Coverage
4 publishers
- Builder
- Builder 38%
- Operator
- Operator 26%
- Investor
- Investor 36%
Reality
- Evidence30
- Adoption12
- Hype gap+40
- Incentives65
- Confidence72
Bessemer and Lightspeed co-led the funding that takes Zenzap, an Israeli workplace-chat startup, to $44 million raised as it leaves stealth. Calcalist reports $33 million of it is the Series A and $11 million a 2022 seed.
Perspective Coverage
4 publishers
- Builder
- Builder 33%
- Operator
- Operator 25%
- Investor
- Investor 42%
Reality
- Evidence40
- Adoption
- Not scored
- Hype gap+30
- Incentives70
- Confidence62
Othello raised an $8 million seed round led by a16z Speedrun and Owl Capital to build AI that prompts sales reps during live calls. Salesloft already sells real-time coaching, and whether Othello's prompts improve results remains to be shown.
Perspective Coverage
4 publishers
- Builder
- Builder 33%
- Operator
- Operator 26%
- Investor
- Investor 41%
Reality
- Evidence30
- Adoption25
- Hype gap+25
- Incentives65
- Confidence70
120ft will bill consumer-hardware brands per finished unit for assembly by shared robots
Swedish startup 120ft raised 576,000 euros from 22 angels to bill brands per finished product on shared humanoid-robot lines. It has not yet reached commercial production and has shown one product, a lamp, so the offer is still a plan.
Reality
- Evidence30
- Adoption5
- Hype gap+25
- Incentives60
- Confidence55
Apate says its decoy AI victims have kept scammers talking for 17 years
Apate, an Australian startup, says its AI decoy victims have held 2.5 million scam conversations and wasted 17 years of scammers' time. Divided out, that is about 3.6 minutes a conversation, so customers are buying the details the agents extract.
Reality
- Evidence30
- Adoption40
- Hype gap+30
- Incentives60
- Confidence55
Scuba asks teams to save their work in one store that AI agents can also read
Scuba, founded by Slack's former chief product officer, has raised $34 million from Accel and IVP for a shared store of team data. The product is only as good as what people save into it, so a rollout turns on who does the saving.
Reality
- Evidence40
- Adoption
- Not scored
- Hype gap+25
- Incentives
- Not scored
- Confidence55
Cal AI founder Zach Yadegari raises $10M to put an ad-funded AI agent on a $179 wristband
Zach Yadegari, the 19-year-old co-founder of Cal AI, raised $10 million for Persona, an AI assistant built around a $179 wearable band. Until the band ships, people use Persona free over iMessage, and the company's business model relies on sponsored products in its shopping research.
Perspective Coverage
3 publishers
- Builder
- Builder 28%
- Operator
- Operator 32%
- Investor
- Investor 40%
Reality
- Evidence30
- Adoption12
- Hype gap+35
- Incentives70
- Confidence55
Stuut raised a $52.5 million Series B led by Insight Partners to sell AI that runs the entire order-to-cash process, citing a 47% average cut in DSO. ZoomInfo, the only customer with before-and-after figures in the launch coverage, saw less than half that, a check any buyer can run against its own books.
Perspective Coverage
6 publishers
- Builder
- Builder 19%
- Operator
- Operator 38%
- Investor
- Investor 43%
Reality
- Evidence35
- Adoption45
- Hype gap+45
- Incentives75
- Confidence60
Bloom raises $3.6M to broker the hardware supply-chain work it once planned to do itself
Detroit's Bloom raised a $3.6 million seed round, led by SNAK Venture Partners, for a marketplace matching hardware makers with suppliers. Drone and mobility teams get one place to find factories and freight firms, and coordinating those suppliers stays with them.
Perspective Coverage
3 publishers
- Builder
- Builder 22%
- Operator
- Operator 35%
- Investor
- Investor 43%
Reality
- Evidence45
- Adoption25
- Hype gap+30
- Incentives70
- Confidence55
buildConfirmed3 publishers Vinci raised $250 million at a $1.5 billion valuation to extend its chip thermal simulator into vibration and electromagnetics. Its self-reported speed now has to hold up in repeated production use, next to the Cadence and Synopsys tools already in design flows.
Perspective Coverage
3 publishers
- Builder
- Builder 37%
- Operator
- Operator 22%
- Investor
- Investor 41%
Reality
- Evidence55
- Adoption18
- Hype gap+40
- Incentives65
- Confidence60
Safeworld raised more than $12 million, led by Shine Capital and a16z Speedrun, to test generative-AI robots against simulated people. The pitch is that makers of robots nobody can prove safe on paper will pay an outside tester to vouch for them.
Perspective Coverage
4 publishers
- Builder
- Builder 36%
- Operator
- Operator 34%
- Investor
- Investor 30%
Reality
- Evidence55
- Adoption15
- Hype gap+35
- Incentives75
- Confidence60
Restate, the Berlin startup built by Apache Flink's creators, raised a $20 million Series A led by Singular, lifting its total funding to $27 million. The money pays for engineers and a San Francisco commercial hub to sell software that lets AI agents resume work after a crash.
Perspective Coverage
5 publishers
- Builder
- Builder 32%
- Operator
- Operator 20%
- Investor
- Investor 48%
Reality
- Evidence64
- Adoption42
- Hype gap+22
- Incentives58
- Confidence68
International Paper leads Relay's $36M round for AI radios that log what frontline workers say
International Paper led Relay's $36 million round for AI radios that turn what frontline workers say into records and work orders. The payoff for operators depends on crews already reporting by radio and on a maintenance system that takes the tickets.
Reality
- Evidence35
- Adoption25
- Hype gap+35
- Incentives75
- Confidence40
Photon's $4.5M bet on texting agents rests mostly on open-source use
Photon raised $4.5 million to help developers run AI agents inside iMessage and WhatsApp, citing over 40,000 developer sign-ups. Its open-source version still accounts for 98% of use, so the paying side of the bet is early.
Perspective Coverage
3 publishers
- Builder
- Builder 37%
- Operator
- Operator 22%
- Investor
- Investor 41%
Reality
- Evidence40
- Adoption35
- Hype gap+25
- Incentives55
- Confidence50
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
Dodge AI raises $2.65 million to automate enterprise system maintenance work integrators sell
Dodge AI raised $2.65 million from Accel and Google's AI Futures Fund for agents that fix incidents in SAP and other business systems. The backers are betting that maintenance money moves from outside contractors to software, on results only Dodge AI has reported so far.
Reality
- Evidence35
- Adoption18
- Hype gap+50
- Incentives75
- Confidence40
Atomic's SEC filing shows $18.5 million sold against a $12.5 million Series A
Atomic, a Boston startup founded by former Tesla planners, announced a $12.5 million Series A, but an SEC filing shows $18.5 million sold. The money funds AI that already places daily purchase orders for customers whose results, so far, only Atomic has reported.
Reality
- Evidence35
- Adoption30
- Hype gap+30
- Incentives75
- Confidence40
Accel and Google lead a $2.65 million round for Dodge AI's SAP maintenance agents
Dodge AI raised $2.65 million, led by Accel and Google's venture arm, for agents that fix SAP incidents and record the custom rules behind them. Buyers who pay integrators for that work have two unnamed customer stories, both told by the company, to judge it by.
Reality
- Evidence22
- Adoption18
- Hype gap+45
- Incentives88
- Confidence30
Partech puts 10 million euros behind Rayon's plan to move interior design into one browser tab
Partech led a 10 million euro Series A in Rayon, a Paris browser tool for interior design that has produced over four million drawings. The money pays for a 3D mode and more AI ahead of a year-end release, plus salespeople, so investors are backing a product still being built.
Reality
- Evidence40
- Adoption35
- Hype gap+25
- Incentives70
- Confidence45