Why production AI costs 3× more than the pricing page
The prototype worked in the demo. Under real load, retries, model routing, and serialization overhead show up as line items nobody explained upfront.
The Real Cost of Running LLMs in Production
22 pages on hidden costs, model routing, and retry architecture. One modeled cost multiplier: industry benchmark data puts a $5,000/mo token estimate at $8,500/mo once integration overhead lands on the invoice, and that’s the floor, not the ceiling.
Plus the 25-point checklist production-ready teams use to catch it before it becomes a budget review. Download it below.
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