AI cost optimization & observability
Cut your AI spending
without changing your code.
A layer between your apps and AI providers, compressing prompts, caching semantically, and routing each call to the cheapest capable model.
Trusted by engineers from
The optimization layer
Four levers on your AI spend
Sonoti sits in the request path and applies three optimizations to every call, then measures the result, so the savings are provable, not promised.
Prompt compression
Strip the redundancy out of every prompt before it reaches the provider: same output, fewer tokens billed. Compression is tuned per model and never touches meaning.
Semantic caching
Recognize when a request is "the same as", or "close enough to" one you've already paid for, and serve it from cache. Single-flight locks stop cache stampedes on cold keys.
Intelligent model routing
Send each request to the cheapest model that can actually handle it. Sonoti learns which prompts need a frontier model and which don't — no manual rules to maintain.
Spend observability
See exactly where the money goes — by workspace, model, and route — with alerts on cost regressions and a running tally of what each optimization saved.
Ready to see why you're overspending?
Point your traffic at Sonoti and start compressing, caching, and routing every call, with a live view of exactly what you're saving.
How it works
From drop-in to provable savings
Sonoti is a proxy, so adoption is a config change, not a migration. Simply point your traffic at it, and optimization starts on the next request.
Point your traffic at Sonoti
Swap your AI provider's base URL for Sonoti's, in your SDK, gateway, IDE, or CLI. No SDK rewrite, no redeploy of your model code, and your API keys stay yours.
Sonoti optimizes every call
From the next request on, Sonoti compresses, caches, and routes each call, streaming the response straight through. Watch spend, waste, and savings update live, per workspace.
Savings you can measure
Average bill cut
40%
Lower LLM spend
Cache hit rate
30%
Served instantly
Added latency
<10ms
Streamed, never buffered
Pricing
You only pay when we save you money
A monthly minimum or a share of your savings, whichever is greater. Metered per request, always provable.
Starter
For individuals and small teams getting their LLM spend under control.
What's included:
Pro
For teams that want full visibility and control over their spend.
Everything in Starter, plus:
Enterprise
For organizations with scale, security, and compliance needs.
Everything in Pro, plus:
Ready to cut your AI bill ?
Save on your next LLM request
FAQ
Frequently asked questions
Everything you need to know about running your LLM traffic through Sonoti. Can't find what you're looking for? Contact us.
Still have questions ?
Have questions or need assistance ? Our team is here to help!