Mid-size companies spend tens of thousands annually on workflow tools that fragment their operations. Claude Artifacts offers a different approach - unified AI-powered workspace that handles what used to require multiple subscriptions.
Your LLM API bills are eating your budget because you are caching the wrong thing. Most teams cache responses when they should cache prompts. Intelligent prompt caching cuts costs by 60-90% and reduces latency by 40-50% by reusing processed context instead of reprocessing it every time.
Most companies optimize prompts to save pennies while ignoring architectural changes that could cut AI costs by 60-90%. Here is the big lever that matters for real savings.