High Token Costs Create "Token Shock" for Enterprises

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💰 High Token Costs Create "Token Shock" for Enterprises
Rising AI consumption costs are straining enterprise budgets. Bernstein analysts warned of a "token shock" as companies struggle to match growing token usage with measurable returns. Agentic AI workflows can increase interaction costs by roughly 30 times compared to basic prompts. In response, companies are implementing spending controls:

Uber exhausted its 2026 AI coding budget within four months and introduced a $1,500 per-employee cap.

A major French insurer reduced its use of Anthropic's Claude after costs exceeded expectations.

Walmart has capped employee access to internal AI agents.

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