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Silicon Valley is spending billions on AI tokens and nobody can agree if it's working

Uber COO Andrew Macdonald criticizes tokenmaxxing amid rising AI costs and limited productivity, sparking debate in Silicon Valley.

Published 2026-05-27Source: Business Insider
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Why it matters

Tokenmaxxing is fundamentally an economics problem: what teams reward, measure, and cache determines whether AI spend turns into throughput or waste. This item highlights an operational lever you can monitor and govern.

Tokenmaxxing read

Actionable token discipline: track tokens-per-successful-task (not just total tokens), cap runaway contexts, and instrument cache behavior. Treat any changes in model/version/tokenization or tool defaults as budget-reset events and re-baseline.

Source takeaway

The source frames it as: Uber COO Andrew Macdonald criticizes tokenmaxxing amid rising AI costs and limited productivity, sparking debate in Silicon Valley.

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More source-linked context

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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Generated Tokenmaxxing editorial thumbnail for How will AI tools be priced in a post-tokenmaxxing world?
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How will AI tools be priced in a post-tokenmaxxing world?

CFO Brew reports vendors including Pegasystems and Intercom are shifting from token-metered pricing toward outcome-based fees as buyers question whether uncapped AI spend ever paid for itself.

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Fortune India source artwork
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From tokenmaxxing to ROI-maxxing: Why enterprises are finally putting a price on AI

Fortune India charts the move from tokenmaxxing to ROI: Uber spent its ~$3.4B-equivalent annual AI budget in four months and capped engineers at $1,500/mo, while only 21% of firms have mature agentic-AI governance, per Deloitte.

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