Ontolith
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Your API bill is a training budget in disguise.

You already run agents at scale, and the invoice proves it. The router cuts spend now without switching stacks; distillation converts your traffic into small models you own. Every call you make today is training signal for a model you stop paying rent on.

The value

What the numbers look like.

10–50×

Unit cost reduction on routed traffic

90%+

Of traffic served by small models once routing stabilizes

15%

Of verified savings, the only fee the router charges

6–12 mo

To owning distilled models of your core workload

Representative targets from pilot scoping. Every evaluation sandbox defines success criteria against your own baseline before anything is deployed.

Where we start

The workflows we convert first.

The wedge is always one high-volume workflow, converted to an owned model with success criteria agreed up front.

Smart routing over your stack

Each request goes to the smallest capable model, escalating to your existing frontier accounts only when confidence drops. Deploys in weeks, no migration.

Frontier distillation

A managed pipeline distills your highest-volume request patterns into specialized 3–7B models, promoted behind the router as they prove out.

High-volume agent steps

The repetitive 90% of agent work, extraction, classification, tool-call formatting, moved to owned models with SLA-backed validity.

Fleet operations

The Fleet Console versions, evaluates, and monitors the growing fleet, so model ownership lands on your ops team, not a research team.

What you get

Beyond the pilot.

Savings-aligned pricing

The router costs 15% of savings we can prove against your own baseline. If it saves nothing, it costs nothing.

No stack migration

Keep your providers, your orchestration, and your prompts. The router is a drop-in front door, not a platform replacement.

A cost curve that bends down

APIs price per call forever. Owned models amortize: the more you run, the cheaper each call gets, and the asset is yours.

Evaluation sandbox

Route first. Own within a year.

The sandbox runs the router on a slice of your real traffic and reports the savings, before you commit to anything.