Disclosure certainty 5/5 debate potential 1/5

Campbell Brown discloses investment in Tollbit

Campbell Brown · How AI Should Handle News, Politics, Medicine, and Mental Health — With Campbell Brown · Aug 26, 2026 · at 4:40

Former Meta head of news and Forum AI founder Campbell Brown discusses emerging business models and content marketplaces for AI and publishers.

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“There are companies, one that I am an investor in called Tollbit, that are trying to build marketplaces where you can purchase content, you know, based on use”

quote is from the automated transcript, cleaned for reading: filler sounds and stutters are removed, nothing is rephrased. names can be misheard (the analysis reads context, assessments check outside sources). how →

More from Campbell Brown

Opinion
Brown: AI writes and synthesizes better than many generalist reporters
“AI can write better than a lot of reporters. AI can synthesize information better than a lot of reporters. So if you're not bringing real genuine expertise or original information to the ecosystem, to the conversation, what are you contributing?”
Campbell Brown Aug 26, 2026 ▶ 5:34 How AI Should Handle News, Politics, Medicine, and Mental Health — With Campbell Brown
Insight
Brown: Enterprise customers will compel AI developers to prioritize accuracy over engagement
“What's interesting with AI is if you look at what the companies are doing today, which is going after enterprise, that is where the business is, that's where the money is, and I'm a big company spending millions and millions of dollars with Anthropic or OpenAI…”
Campbell Brown Aug 26, 2026 ▶ 11:31 How AI Should Handle News, Politics, Medicine, and Mental Health — With Campbell Brown
Assertion Contradicted
Brown: Leading AI labs lack independent verification of model safety
“The other piece is the accountability, is there's no independent verification of how the models perform. What we get when it comes to, you know, how, how does OpenAI, or how does Anthropic do on questions around bias, what we get from them is a blog post that …”
Campbell Brown Aug 26, 2026 ▶ 19:19 How AI Should Handle News, Politics, Medicine, and Mental Health — With Campbell Brown
Insight
Brown: Enterprises have a problem if AI vendors grade their own outputs
“If you are using AI for something really important, ask yourself, who is checking the outputs? And the information that you're getting. And if it's the company that sold you the AI, you have a problem. So you, whether you're building your own evals internally …”
Campbell Brown Aug 26, 2026 ▶ 40:50 How AI Should Handle News, Politics, Medicine, and Mental Health — With Campbell Brown
Assertion Not checkable as stated
Brown: OpenAI shifted focus to enterprise after consumer lagged
“The consumer version of this has not been driving the way that enterprise has. And, you know, OpenAI started down that path and then realized, you know, from a business perspective, they needed to focus on enterprise and shifted. And now that's what they're do…”
Campbell Brown Aug 26, 2026 ▶ 52:17 How AI Should Handle News, Politics, Medicine, and Mental Health — With Campbell Brown
Assertion Not checkable as stated
Campbell Brown: Nuanced domain experts remain far ahead of AI
“The people who are, who have developed an expertise who can see nuance, whether it's around political topics or tech or whatever their field, medical healthcare the people who can do that are still way ahead of where AI is today.”
Campbell Brown Aug 26, 2026 ▶ 6:49 How AI Should Handle News, Politics, Medicine, and Mental Health — With Campbell Brown
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