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Are more tokens really the answer?

Nvidia CEO Jensen Huang famously said in March this year that if an Nvidia engineer on $500,000 a year wasn't using at least $250,000 of tokens in that same period, he'd be alarmed. This isn't a rare sentiment, though. Many company CEOs are now bragging about the extent of their AI use, as if that alone equates to performance increases. As Business Insider reports, Airbnb's CEO proudly told investors that 60% of the company's code was now AI-generated. Chime claimed it was shipping 84% AI code earlier this year, and even Google is claiming 50% of its code is AI-generated (though crucially, alw

AI costs begin to bite as agents may increase token demand by 24 times, says Goldman Sachs report — Uber and Microsoft among companies feeling the bite of tokenized billing
tomshardware.com › tech-industry › artificial-intelligence

AI cost crisis hits tech giants as employee 'tokenmaxxing' backfires, sparking corporate pullback at Microsoft, Meta, and Amazon — agentic AI eats up to 1000x more tokens than standard AI

… Microsoft is not alone in this, as Fortune reports that other companies are also pulling back on AI usage. While it’s true that the cost of training AI models is falling, making AI tokens more affordable, people have started using more tokens in their day-to-day tasks. …

May 23, 2026 · Jowi Morales
tomshardware.com › tech-industry › artificial-intelligence

OpenAI CEO Sam Altman admits AI token costs are becoming 'a huge issue' — company seeks improved value as overspending becomes a meme

… Nvidia CEO Jensen Huang famously said that his engineers should use AI tokens that are worth at least half their annual salary , or else he'd be “deeply alarmed.” We also saw another example with OpenClaw creator Peter Steinberger, whose team spent $1.3 million on OpenAI API tokens in a month, tota… …

Jun 4, 2026 · Jowi Morales
tomshardware.com › tech-industry › artificial-intelligence

AI costs begin to bite as agents may increase token demand by 24 times, says Goldman Sachs report — Uber and Microsoft among companies feeling the bite of tokenized billing

… Even then, it's not worth the cost. And those costs can be extreme if the guardrails are removed. OpenClaw creator and now OpenAI employee, Peter Steinberger, recently announced his team of three people had spent over $1.3 million in tokens in a single month running a suite of agentic AI tools. …

May 27, 2026 · Jon Martindale
tomshardware.com › tech-industry › artificial-intelligence

OpenClaw creator burned through $1.3 million in OpenAI API tokens in a single month — bill covered 603 billion tokens across 7.6 million requests and 100 coding agents

… The bill covered 603 billion tokens across 7.6 million requests, all generated by roughly 100 Codex instances operated by a team of three people working on the open-source OpenClaw project. OpenAI, which employs Steinberger, covers the cost. …

May 17, 2026 · Luke James

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tomshardware.com › pc-components › gpus

$200 'socketed' Nvidia AI GPU for servers hacked into a PCIe card with custom PCB and 3D-printed cooling — modded Tesla V100 SMX data center GPU runs AI LLMs and is more efficient than many modern midrange offerings in AI inference

… To make the comparison fair, the YouTuber also limited the 3060 to 100W; it ended up consuming 171W and producing just 68 tokens per second. So, with both new results, the V100 achieves an efficiency score of 0.55 tokens/s per watt, while the 3060 12 GB was stuck at 0.39 tokens/s per watt. …

May 10, 2026 · Hassam Nasir
tomshardware.com › tech-industry › artificial-intelligence

Mystery company accidentally blew $500 million on Claude AI in a single month — failed to put usage limit on licenses for employees

… Earlier in May, OpenClaw's creator revealed they had burned through $1.3 million in OpenAI API tokens in a single month . The broader report claims that companies that were previously quick to embrace AI spending are now starting to see enormous costs without necessarily getting any material return. …

May 29, 2026 · Stephen Warwick
tomshardware.com › tech-industry › artificial-intelligence

Claude Fable 5 brings Mythos to the masses — Anthropic's new frontier model is 'state-of-the-art on nearly all tested benchmarks'

… Within those guardrails, Anthropic says Fable 5 is available everywhere today, and that access to it will be billed at $10 per million input tokens and $50 per million output tokens via the company's API. That's twice the cost of the now-last-gen Opus 4.8 and just over 3X the cost of Sonnet 4.6. …

Jun 9, 2026 · Jeffrey Kampman
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