OpenAI and Anthropic turn to small nonprofit evaluators whose funding is still unsettled
Anthropic and OpenAI are turning to a handful of small, mostly nonprofit evaluators such as METR, Apollo Research and Transluce to check their models. With no federal push for rules, who pays them, what they can see and whom they report to are still open.
Reality
- Evidence55
- Adoption25
- Hype gap+25
- Incentives65
- Confidence50
Google has released AI Edge Foresight, a Granola-style Mac meeting note-taker that works fully offline on its on-device EmbeddingGemma 2 model. The Verge reported it is free and experimental, so teams barred from cloud transcription can pilot it cheaply.
Perspective Coverage
3 publishers
- Builder
- Builder 27%
- Operator
- Operator 55%
- Investor
- Investor 18%
Reality
- Evidence55
- Adoption
- Not scored
- Hype gap+10
- Incentives40
- Confidence60
Gamma rebuilds its presentation tool to take the 'AI smell' out of generated decks
Gamma launches Gamma 5 with thousands of templates and about 20 data connectors, aiming for decks that look less AI-made. Its product chief says complaints that AI-made decks all look alike have grown since early this year.
Reality
- Evidence35
- Adoption45
- Hype gap+30
- Incentives70
- Confidence40
buildOne report1 publisher Superhuman agrees to buy Fathom after testing its own notetaker on selected users
Superhuman put an internally built meeting notetaker in front of a limited group earlier in 2026 and concluded the category was harder to build than it looked. The hard part is capture, attribution and permissions.
Reality
- Evidence48
- Adoption60
- Hype gap+14
- Incentives66
- Confidence62
OpenAI prices its own guardrails: 20% more compute, plus a two-week training pause
The company says expanded monitoring adds roughly 20 percent to the compute it covers, and that customers will not pay for it. It has not said how much of its compute is covered.
Reality
- Evidence52
- Adoption44
- Hype gap+16
- Incentives74
- Confidence55