How much can we realistically save on our AI costs?
It depends on the setup. Prompt caching cuts the cost of repeated input by up to 90% under Anthropic's and OpenAI's published pricing, and security firm ProjectDiscovery raised its cache hit rate from 7% to 84% while cutting total LLM spend by 59 to 70%. The AI ROI Scan calculates what each opportunity is worth to you.







