Tokenmaxx is the inference optimization platform for teams shipping AI at scale. Route, cache, and compress every request across 40+ frontier models — cutting inference spend by up to 78% while tripling throughput. One API, zero waste.
4.2T tokens optimized daily · no credit card required
Most teams waste the majority of their inference budget on redundant context, over-provisioned models, and cold caches. Tokenmaxx sits between your app and every model — and squeezes.
Every request is scored for difficulty in under a millisecond, then routed to the cheapest model that clears your quality bar. Easy queries hit small fast models; hard ones escalate automatically. You set the bar, we do the math.
Near-duplicate prompts resolve from cache in 3ms instead of a full model round-trip. Typical hit rate: 31% of production traffic, billed at zero.
Our compression models strip redundant context while preserving task-relevant signal — 2.4× smaller prompts with a measured quality delta under 0.3%.
Draft models predict ahead of the target model and verify in parallel, tripling output speed on long generations. On by default, free on every plan.
Trace every request down to the token: cost, latency, cache path, routing decision. Export to your warehouse, alert on drift, blame the right prompt.
SOC 2 Type II, HIPAA-ready, EU data residency, zero retention mode, and single-tenant deployments in your VPC. Your prompts are never used for training — ours or anyone else's. Security reviews answered in days, not quarters.
Tokenmaxx is a drop-in replacement for the APIs you already use. Change the base URL, keep your SDK, and every optimization turns on automatically.
Alongside every frontier model, we train our own family of specialist models — built for one job each, priced like it.
Chat and completion for the 80% of production traffic that never needed a frontier model. Tuned for instruction-following and tool use.
Our frontier routing model. Scores request difficulty, plans multi-step escalation, and self-verifies — the intelligence behind smart routing.
Embeddings that power our semantic cache, available standalone. Top-decile retrieval quality at a price that rounds to zero.
Which is exactly the point — same quality, same latency budget, a fraction of the spend.
We moved 100% of production traffic to Tokenmaxx in an afternoon. Inference spend dropped 71% in the first month and our eval scores didn't move a single point.
The semantic cache alone paid for the migration. A third of our support-bot traffic was near-duplicate questions and we were paying frontier prices for every one of them.
Token-level observability changed how we build. We found one prompt template responsible for 18% of our entire bill — fixed it before lunch.
Every plan includes routing, caching, speculative decoding, and observability. You pay for what reaches a model — cache hits are free, forever.
Point your base URL at Tokenmaxx and watch the waste disappear. Five minutes to integrate, free up to 5M tokens a month.