OpenAI

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Dolphin Research

OpenAI's 20bn revenue gap sparks uproar; real impact looks limited — a sentiment false alarm.

The bearish headline that OpenAI's ARR went from 70bn to 50bn triggered a global pullback in AI plays.

Dolphin Research offers a quick take on where expectations diverge.

1) The 70bn vs 50bn gap mostly reflects definitional differences rather than a real shortfall. Many leading model vendors periodically disclose ARR, but methodology matters — gross vs net revenue, annualizing a 28-day avg x12 vs a single recent week x52, etc.

Disclosure timing matters too, e.g., whether it follows a blockbuster flagship launch or a promotion; without that context, cross-company comparisons are not apples-to-apples.

1 SOpenAI SearchGPT ● Q What are you looking for?
How Anthropic Sells Claude: Who Runs Inference, Who Bills, How Revenue Is Booked
Where Each $100 of Revenue Goes: OpenAI vs Anthropic,Q3-2026 Run-rate (est.) vs
Anthropic Overtook OpenAI on ARR in Spring 2026, but OpenAI Is Growing Faster Ag+2
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Dolphin Research

2026's Harsh AI Question: after bns AI Capex, Where will Returns Come From?

In our prior piece 'AI's Original Sin: Is NVIDIA the stimulant AI can’t quit?', Dolphin Research argued that the key shift for the AI supply chain in 2025 is the extreme upstream capture of value, which has thrown the system out of balance. This imbalance is reshaping incentives and risk-taking across the stack.

With FOMO running high, AI spend keeps climbing, while rivalry among core players has become more explicit. Capital allocations are increasingly concentrated at the top of the chain.

As the internet enters the AI era, regardless of how shifting inputs reshape bargaining power along the value chain, one ultimate question remains. After front-loaded investment in heavy capex, deep tech, and top talent with an approx. five-year depreciation cycle, is this ultimately a bubble?

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The High ROI of High Compute Performance 4-Year Rental Opportunity @$4 per GPU-H
Al Chip revenues (,00mn、USD) Nvidia AMD Intel AVGO Marvell Total(Al chips) 9,000
Data center capex (,00mn/USD) Apple META Alphabet Microsoft Amazon Total 4 Capex+16
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Dolphin Research

The Original Sin of the AI Bubble: Is Nvidia the 'Golden Poison Pill' that AI Can't Quit?

Marked by the release of ChatGPT at the end of 2022, the AI frenzy over the past three years has swept through every sector, from computing power, storage, networking, manufacturing, power infrastructure, software applications, and even to edge devices. Each direction has been repeatedly hyped. However, by the end of the third anniversary, when the pillars of AI infrastructure announced unprecedented AI mega infrastructure projects around the third-quarter reports, the market suddenly seemed to lose its soul, starting to worry that AI investments might be a bubble. Some in the industry have made a fortune, while others have lost so much that they resort to frantic fundraising. Where exactly is the problem? The financing is dazzling and bizarre, why? This article...

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