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Practical writing on LLM costs, AI budgets, and keeping API spend under control.

August 15, 2026 · 3 min read

79% of Companies Had an AI Budget Overrun This Year — Here's Why Falling Prices Won't Save You

79% of enterprises had an AI budget overrun this year. Here's why falling model prices won't fix it, and what small businesses can do this week.

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July 25, 2026 · 4 min read

Four Frontier Models in 17 Days: Why the AI Price War Won't Cut Your LLM Costs

Grok 4.5, GPT-5.6, Gemini 3.6 Flash and Claude Opus 5 all shipped in one July — with prices falling. So why did 79% of finance leaders report AI budget overruns? Because LLM costs and LLM prices are different numbers.

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