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Dev Tools · 1h ago

Hidden Reasoning Tokens Can Make AI Models 10x More Expensive Than Advertised

By Meridian48 News Desk · Summarised from DEV Community ·

A developer found that a model advertised as 30% cheaper was actually 14.7 times more expensive due to hidden reasoning tokens. These tokens are billed but never seen or used by the customer. The finding shows that token-based pricing can be misleading by an order of magnitude.

Meridian48 take
The piece exposes a critical flaw in how AI providers price their models, but the specific multiplier may vary; the real takeaway is that developers must audit actual usage, not just sticker prices.
Read the full reporting
Tokens Are Not the Unit →
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