Without Benchmarking LLMs, You're Likely Overpaying 5-10x | Karl Lorey
Last month I helped a friend cut his LLM API bill by 80%.
He's a non-technical founder building an AI-powered business.
Like most people, he picked GPT-5 because it's the default:
You have the API already,
it has solid benchmarks,
everyone uses it,
why bother?!
But as usage grew, so did his bill.
$1,500/month for API calls alone.
So we benchmarked his actual prompts against 100+ models
and quickly realized that while GPT-5 is a solid choice,
it almost never is the cheapest and there are always c...
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