The Ledger

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Insight
Grinberg: Believing a good product sells itself is delusional
“There's a very common Silicon Valley fallacy, which is there's like research is like the pinnacle. And then there's engineers who implement the research, you know, they're not quite there, but you know, they're still great. And then there's sales and marketing…”
Matan Grinberg Jun 13, 2026 ▶ 25:13 OpenAI vs Anthropic vs Open-Source | Token Maxing, AI Hangovers & The Coming ROI Reckoning · 20VC with Harry Stebbings
Insight
Grinberg: Institutional Math Olympiad track records can be an anti-signal in hiring
“Especially there's some high schools that, like, really focus on, like, you must do the math olympic, like, you must do this, the Amy, to then go to the IMO, and, like, this is the path to success, where actually that's kind of anti-signal, because there it's,…”
Matan Grinberg Jun 13, 2026 ▶ 29:56 OpenAI vs Anthropic vs Open-Source | Token Maxing, AI Hangovers & The Coming ROI Reckoning · 20VC with Harry Stebbings
Insight
Grinberg: Software requiring forward-deployed engineers to close deals is a bad product
“If we need FDEs to make the product work, we have a shit product. Like, the point of FDEs should be accelerate and get them consuming faster. If you're putting in FDEs, because that's the only way you'll get a deal done, I'm sorry, my friend, you have a shit p…”
Matan Grinberg Jun 13, 2026 ▶ 1:15:15 OpenAI vs Anthropic vs Open-Source | Token Maxing, AI Hangovers & The Coming ROI Reckoning · 20VC with Harry Stebbings
Insight
Grinberg: Enterprises Entering 'AI Hangover' Over High Costs and Unclear ROI
“Phase three is the hangover, where you go and look at the bill, and it's like, oh my god, we are spending so much. I have no idea what the ROI is. Does this, like, is this helping our business? That's where a lot of these companies are at now”
Matan Grinberg Jun 13, 2026 ▶ 17:09 OpenAI vs Anthropic vs Open-Source | Token Maxing, AI Hangovers & The Coming ROI Reckoning · 20VC with Harry Stebbings
Insight
Grinberg: The age of the polymath is returning to tech
“The age of the polymath is back.”
Matan Grinberg Jun 13, 2026 ▶ 32:29 OpenAI vs Anthropic vs Open-Source | Token Maxing, AI Hangovers & The Coming ROI Reckoning · 20VC with Harry Stebbings
Insight
Grinberg: User ego drives unnecessary reliance on frontier AI models
“There's kind of an ego thing, where, oh no, no, the work that I'm doing, only a frontier model could handle. Oh, this mere open model can't deal with the work that I'm dealing with. And this is like, even admittedly, when I first started switching over, I'd be…”
Matan Grinberg Jun 13, 2026 ▶ 15:15 OpenAI vs Anthropic vs Open-Source | Token Maxing, AI Hangovers & The Coming ROI Reckoning · 20VC with Harry Stebbings
Insight
Grinberg: Developer experience investments yield 10x to 100x impact with AI agents
“These are all things that the best organizations at like developer experience would invest a lot of resources in, but they would do it because it makes it easier for engineers to work, easier for them to onboard. But the impact of doing that well is just like …”
Matan Grinberg Jun 13, 2026 ▶ 37:34 OpenAI vs Anthropic vs Open-Source | Token Maxing, AI Hangovers & The Coming ROI Reckoning · 20VC with Harry Stebbings
Insight
Grinberg: AI models must be decoupled from applications for optimal incentives
“So I think what is necessary for the best outcome for the consumers Is going to be models that are separate from the applications. You, as a consumer, do not want to use applications that are provided for you by the same people that are giving you the model, b…”
Matan Grinberg Jun 13, 2026 ▶ 1:03:02 OpenAI vs Anthropic vs Open-Source | Token Maxing, AI Hangovers & The Coming ROI Reckoning · 20VC with Harry Stebbings
Insight
Grinberg: Mandating extreme hours or office beds signals poor hiring
“I think you are doing a bad job on hiring if you need to, like, mandate certain crazy hours or you need a bed in the office.”
Matan Grinberg Jun 13, 2026 ▶ 1:16:37 OpenAI vs Anthropic vs Open-Source | Token Maxing, AI Hangovers & The Coming ROI Reckoning · 20VC with Harry Stebbings
Insight
Grinberg: Corporate bloat was caused by evaluating teams on intermediate metrics
“I think part of the reason why so many organizations got so bloated is because we were in a period of time where everyone was focusing on intermediate metrics.”
Matan Grinberg Jun 13, 2026 ▶ 6:11 OpenAI vs Anthropic vs Open-Source | Token Maxing, AI Hangovers & The Coming ROI Reckoning · 20VC with Harry Stebbings
Insight
Grinberg: Value Accrual in AI Is Dynamic, Not Static
“The reality is value accrual is a time dependent phenomenon. So like, it's not like there is one person who steady state gets all of the value. That's not how it works.”
Matan Grinberg Jun 13, 2026 ▶ 10:40 OpenAI vs Anthropic vs Open-Source | Token Maxing, AI Hangovers & The Coming ROI Reckoning · 20VC with Harry Stebbings
Insight
Grinberg: Standardizing AI token spend targets across all engineers is a mistake
“In fact, I would argue that if your org has a standard number where it's like, we want every engineer to be at this percent of their salary and token use, you're probably painting with way too wide a brush.”
Matan Grinberg Jun 13, 2026 ▶ 21:45 OpenAI vs Anthropic vs Open-Source | Token Maxing, AI Hangovers & The Coming ROI Reckoning · 20VC with Harry Stebbings
Insight
Grinberg: Human behavior change is the top bottleneck for enterprise AI
“I think the biggest bottleneck by far working with all these organizations is the human side of it. It's just like behavior change.”
Matan Grinberg Jun 13, 2026 ▶ 44:58 OpenAI vs Anthropic vs Open-Source | Token Maxing, AI Hangovers & The Coming ROI Reckoning · 20VC with Harry Stebbings
Insight
Matan Grinberg proposes managing founder performance like athletic seasons
“Looking to athletes, what they do is they have in season and out of season. Maybe it's like, when you're in season, you're fucking locked in, you're not drinking, you're like optimizing all this stuff with your eight sleep, and then, you know, take a week off,…”
Matan Grinberg Jun 13, 2026 ▶ 1:20:07 OpenAI vs Anthropic vs Open-Source | Token Maxing, AI Hangovers & The Coming ROI Reckoning · 20VC with Harry Stebbings
Insight
Grinberg: High-value AI tasks mirror executive decision-making, consuming few tokens
“Oftentimes, leadership makes very key decisions that determine the fate of the company, and they don't spend the most hours. Like, if you look at the human hours of a company, most human hours are not spent on making the decisions. They're on gathering data or…”
Matan Grinberg Jun 13, 2026 ▶ 23:00 OpenAI vs Anthropic vs Open-Source | Token Maxing, AI Hangovers & The Coming ROI Reckoning · 20VC with Harry Stebbings
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