Home › Solutions › LLM Cost Optimization Service

LLM Cost Optimization Service

You don't need to hire an LLM cost engineer or rebuild your stack. We find the waste in your API spend and remove it in the gateway, with your quality checks in place.

How it works

1. Free teardown. 15 minutes on a usage export. You see your biggest waste and the first fix we'd ship.
2. Live in one day. You change one base URL. We switch on caching, routing, batching, and prompt and output fixes in the gateway.
3. Measured on your traffic. Cost per equivalent request against an agreed baseline, typically over 14 days, reconciled with your invoices.
4. Pay only from savings. Our fee is 10% of verified savings. If your all-in bill isn't at least 20% lower after it, you pay nothing.

What we fix

• Repeated prompts billed at full price instead of cache rates.
• Long outputs and reasoning set higher than the task needs.
• The wrong model for simple requests, tested on your evals before anything changes.
• Work that could wait, moved to half-price batch.
• Retries, duplicates and agent loops that bill you twice.

What stays the same

Your models, your prompts' intent, your code and your quality bar. Every change is tested against your evaluations and can be rolled back.

Who it's for

AI startups spending $5K or more a month on LLM APIs: copilots, agents, support, voice, CRM, video and photo AI.

See pricing, the savings methodology and our guarantee terms.

Frequently asked questions

Related