The AI That Gets Cheaper the More You Use It

The idea, on a napkin

Most AI costs come from repetition. Every day, your tools ask the same kinds of questions to the same expensive AI models — and you pay full price every single time, whether the request was complicated or completely routine.

Experiential sits quietly in the background and watches all of that traffic. Over time, it notices the patterns. Then it trains a smaller, faster, cheaper model specifically on your work — your products, your clients, your way of doing things.

Once that model is ready, easy requests go there. Hard, unusual ones still go to the big frontier models. You get the best of both worlds, and your costs drop dramatically. The team behind it reports up to 97% reductions on certain tasks.

What's genuinely unusual here: you own the model outright. When a better base model comes out from OpenAI or Anthropic, Experiential transfers what your model already learned — so you're not starting over. That's a real departure from how this usually works.

It's open-source and self-hosted, meaning it runs on your own infrastructure — not someone else's cloud.

Worth thinking about

If your business is already using AI tools regularly — for customer support, content, internal research — the costs add up fast. Something that learns your patterns and gets cheaper over time isn't a luxury. It's just good economics.

Words worth knowing

Gateway — A middleman that sits between your AI tools and the AI models they talk to. Think of it like a smart switchboard.

Self-hosted — Software you run on your own server, not a third-party cloud. More control, more privacy.

Model weights — The "brain" of an AI model. Owning the weights means you own the intelligence it's built up — you can move it, copy it, keep it.

Frontier model — The most powerful, most expensive AI models available (like GPT-4 or Claude). Great for hard tasks, overkill for simple ones.