Start hereBeta

Why a market, not a price list

Inference cost varies wildly across providers. A live auction finds the real clearing price; a posted price list cannot.

Owner: Product
Version: beta-2026.07
Verified: 2026-07-13

The marginal cost of serving one more request is wildly different from one provider to the next. Hardware generation, serving efficiency, GPU utilization at this minute, prefix-cache hit rates, and local energy prices all move it. Yet almost every LLM router charges from a static price list: one number per model, updated whenever someone remembers.

A price list has to be set high enough to be safe for the seller at their worst hour. That gap between posted price and actual marginal cost is pure overcharge, and it lands on you. A live market removes the gap: providers re-quote every couple of seconds as their machines fill and drain, and each request clears at the price competition actually supports at that moment.

Why an auction, specifically

Competition only lowers prices when asks are executable and the clearing rule is legible. Omnious clears second-score: with a genuine independent rival, that rival sets the score tie-point. The result is bounded against the cheapest independent alternative by the selected routing profile: Value +0%, Balanced +15%, Coding +15%, Reasoning +20%, Frontier +25%, and Speed +30%. The bound is checked again on metered actual usage, and an ask that cannot fit it cannot win. Receipts disclose the profile, cap, and price setter. Omnious does not claim a global dominant strategy across every clearing regime. The mechanics live in Second-score clearing.

What the target looks like

The design goal is best-execution economics: 20 to 40 percent savings against posted-price routing for equivalent quality, achieved by routing to whoever is genuinely cheapest right now rather than to whoever markets best. The savings are not a promise; they are measured. Every receipt includes the full counterfactual (what each rival quote would have charged for the same request), and your running savings versus posted prices surface as the Price Advantage Index in Receipts & analytics.

the honest caveatA market needs independent liquidity to beat a price list. Beta starts with allowlisted external providers. With no genuine independent rival, a group-hardened seven-day reserve may apply only after its payer and provider-group thresholds are met; otherwise the winner's own ask sets the clear. A first-party provider is Proposed research, not opening supply.

As a customerYou do not have to time the market or pick providers. Send the request; the router chooses the lowest effective score across expected cost and measured service, subject to your constraints.

As a providerEfficiency finally pays. If your serving stack clears tokens cheaper than the field, you win fills a price list would never have routed to you.