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Uber's COO says it's getting harder to justify the money spent on AI tokenmaxxing

Business Insider reports Uber’s COO says AI spend is harder to justify without proportional output, spurring internal debate about token consumption versus headcount.

Published 2026-05-25Source: Business Insider
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Why it matters

When teams are graded on AI usage, they optimize for prompts, retries, and bigger context windows. Leaders now want evidence that tokenmaxxing produces shipped value.

Tokenmaxxing read

Replace usage quotas with outcome quotas plus a spend envelope: log tokens per workflow, gate large agent loops, and review “tokens → features shipped” like any other cost center.

Source takeaway

An Uber exec says higher AI usage hasn’t yet shown a clear, proportional increase in useful consumer features.

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More source-linked context

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Palantir's 9-point manifesto decries tokenmaxxing and champions 'AI sovereignty'

Palantir dropped a 9-point 'AI sovereignty' manifesto on X, branding tokenmaxxing a hit of 'false progress' and taking direct aim at OpenAI and Anthropic's per-token pricing. CEO Alex Karp's jab: 'Why are they charging for tokens?'

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O’Reilly Radar: The End of Tokenmaxxing artwork
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The End of Tokenmaxxing

O'Reilly's Mike Loukides argues the tokenmaxxing era ends once finance notices the bill: GitHub Copilot swapped unlimited access for $0.01 credits, GPT-5.5 costs 2x GPT-5.4, and Claude Fable doubles Opus 4.8 per token.

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Generated Tokenmaxxing editorial thumbnail for Companies are scrambling to stop employees from maxing out AI budgets with small tasks | TechCrunch
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Companies are scrambling to stop employees from maxing out AI budgets with small tasks | TechCrunch

TechCrunch reports Accenture is reining in employees who spend premium AI tokens on trivial jobs — like converting PDFs into slide decks — after agentic AI lead Justice Kwak flagged spend turning unpredictable and material to costs.

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