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AT&T (T) Says It’s Not Scared of the “Token Apocalypse.” NVIDIA Corporation (NVDA)’s CEO Is Cheering the Same Trend

On August 12, AT&T Inc. (NYSE:T) Chief Data and AI Officer Andy Markus said OpenAI models already power about 25% of the telecom’s total AI usage, with a target of 70% to 80% over time.

On the other hand, NVIDIA Corporation (NASDAQ:NVDA) CEO Jensen Huang has spent the past month leading a consortium of companies championing open-weight AI more broadly.

Why This Matters

AT&T’s embrace of cheap open AI models and Nvidia’s public cheerleading for the same trend are both bets that open models won’t hurt the broader AI economy.

That raises the real question: does the open-weight wave actually threaten the AI infrastructure buildout, or does it just reroute where the money flows?

Photo by Robb Miller on Unsplash

The Bull and Bear Case: AT&T

Switching from closed, proprietary models to open ones cut AT&T Inc. (NYSE:T)’s costs by 80% to 90% in certain applications. The company processes an average of 45 billion AI tokens a day through a “smart router” that picks the cheapest suitable model for each task. Markus said, “we’re not scared of the token future.” AT&T also built its own customized open model, OTel, and says its AI initiatives have delivered a fivefold return on investment this year.

Some of the open models AT&T Inc. (NYSE:T) experiments with come from China, the same category of model that critics say raises national security concerns given state backing for Chinese AI development. Gartner analyst Chirag Dekate noted that even enterprises betting heavily on premium proprietary models eventually hit an unsustainable cost inflection point. It is a reminder that today’s open-model savings could face their own future cost pressures too.

The Bull and Bear Case: NVIDIA Corporation (NASDAQ:NVDA

Cerebras CEO Andrew Feldman said, “there is no reason for chip stocks to go down when open-source models come out.” The reasoning rests on the Jevons paradox: if AI gets cheaper to run, people tend to use far more of it, not less, which can eat up just as much computing power as before. Cloud and chip companies profit either way, since open-weight models still need infrastructure to run on.

NVIDIA Corporation (NASDAQ:NVDA)’s open-weight cheerleading rests on an unproven assumption that usage grows enough to offset any efficiency gains. If large enterprises broadly shift toward smaller, cheaper open models that genuinely need less compute per query, chip demand growth could slow even as usage volumes rise.

Insider Monkey’s Hedge Fund Data

AT&T Inc. (NYSE:T) was held by 72 hedge funds as of Q1 2026, down from 77. NVIDIA Corporation (NASDAQ:NVDA) was held by 275, up from 264.

Conclusion

AT&T and Nvidia are both betting that cheaper AI means more AI overall, not less spending, and so far the early evidence backs both of them up.

While we acknowledge the risk and potential of T as an investment, our conviction lies in the belief that some AI stocks hold greater promise for delivering higher returns and doing so within a shorter time frame. If you are looking for an AI stock that is more promising than T and that has 10,000% upside potential, check out our report about this cheapest AI stock.

READ NEXT: ExxonMobil Holdings Corporation (XOM) vs. Chevron Corporation (CVX): Trump Attacks the Oil Giants for Making “Too Much Money” and The Crown Keeps Switching Hands: Apple Inc. (AAPL) vs NVIDIA Corporation (NVDA). 

Disclosure: None. This article is originally published at Insider Monkey.

The $250 Trillion AI Hype is Real. A few years from now, you’ll probably wish you’d bought this stock.

Dr. Inan Dogan

Dr. Ian Dogan

Co-Founder and Research Director at Insider Monkey

When Jeff Bezos said that one breakthrough technology would shape Amazon’s destiny, even Wall Street’s biggest analysts were caught off guard.

Fast forward a year and Amazon’s new CEO Andy Jassy described generative AI as a “once-in-a-lifetime” technology that is already being used across Amazon to reinvent customer experiences.

At the 8th Future Investment Initiative conference, Elon Musk predicted that by 2040 there would be at least 10 billion humanoid robots, with each priced between $20,000 and $25,000.

Do the math. According to Musk, this technology could be worth $250 trillion by 2040.

Put another way, that’s roughly equal to:

  • 175 Teslas
  • 107 Amazons
  • 140 Metas
  • 84 Googles
  • 65 Microsofts
  • And 55 Nvidias

And here’s the wild part — this $250 trillion wave isn’t tied to one company, but to an entire ecosystem of AI innovators set to reshape the global economy.

It’s a leap so massive, it could reshape how businesses, governments, and consumers operate worldwide.

Even if that $250 trillion figure sounds ambitious, major firms like PwC and McKinsey still see AI unlocking multi-trillion-dollar potential.

How could anything be worth that much?

The answer lies in a breakthrough so powerful it’s redefining how humanity works, learns, and creates.

And this breakthrough has already set off a frenzy among hedge funds and Wall Street’s top investors.

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In fact, Verge argues this company’s supercheap AI technology should concern rivals.

Before I reveal the details, let’s talk about how some of the richest people on the planet are positioning themselves.

  • Bill Gates sees artificial intelligence as the “biggest technological advance in my lifetime,” more transformative than the internet or personal computer, capable of improving healthcare, education, and addressing climate change.
  • Larry Ellison — through Oracle, is spending billions on Nvidia chips and partnering with Cohere to embed generative AI across Oracle’s cloud and apps.
  • Warren Buffett — not known for tech hype — says this breakthrough could have a ‘hugely beneficial social impact.

When billionaires from Silicon Valley to Wall Street line up behind the same idea — you know it’s worth paying attention to.

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Dr. Inan Dogan

Dr. Ian Dogan

Co-Founder and Research Director at Insider Monkey

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