AI-R sits in front of every model call your business makes, metering it, routing it to the cheapest model that can actually do the job, reusing what it already paid for, and stopping at the ceiling you set.
Frontier models get pointed at work a small one would have finished. The same context is paid for twice, ten times, a thousand times. Nobody can say which feature, team, or customer is spending what. AI-R regulates all of it from one place, with no rewrite and one endpoint.
Most of what production actually asks a model to do is small: classify, extract, summarize, reformat. AI-R sends that work to a model that costs a fraction, verifies the answer against your quality bar, and escalates only when escalation is genuinely needed. Your users never see the difference. Your invoice does.
Most cost tools report the damage after the invoice arrives. A regulator stops it while it's happening: the runaway agent retry, the accidental 200k-token prompt, the experiment someone left running over the weekend. Limits sit per team, per feature, per environment, and they're enforced at the call, not in a slide.
Not a provider invoice split three ways at the end of the month. Ask in plain English, by feature, team, customer, agent or single call, and get the answer with the waste named.
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AI-R is the layer our own products run on. Each one is a use case proving the same thing: when the regulator sits underneath, an AI product can be priced like software instead of a metered utility.
We built AI-R because we needed it. Running our own AI products, the cost curve was the product risk: every feature that worked made the bill worse, and every dashboard we tried told us about it a month late. A gateway that only forwards calls doesn't fix that. Something has to decide, verify, reuse, and refuse.
That's a regulator. It's the same idea as the dam: hold the reservoir, release exactly what's needed, and put the rest to work. It runs across providers by design, so the cheapest capable model always wins and no vendor owns your margin.
Built for our own products first · Now the foundation of the businessModels get cheaper every year. Waste doesn't.