Stretch every token · without sacrificing quality.
The fastest way to cut AI spend is to stop overpaying for capability you don’t need on a given call. TokenOne’s proprietary optimisation protocols stretch every token, eliminate redundant spend and pick the most efficient path that clears the workload’s quality bar · never below it. Finance sees the waste removed on every call.
Prompt Optimiser · the biggest single saving on inbound.
Before a prompt reaches the model, TokenOne® matches it to a known pattern, extracts the subject matter as a variable, and rewrites the request to a canonical template. Typical 35–55% token reduction; cache hit rates jump from <5% to 20–40%. Included as standard.
35–55% token reduction
Bloat · politeness, restatement, hedging, formatting noise · stripped before dispatch.
Cache hit rate <5% → 20–40%
Different users phrasing the same request now produce identical canonical prompts. Hits = free responses.
~50–60% effective saving
Token reduction × cache hit rate compound. Latency drops in proportion.
Same Layer 1 / Layer 2 / Layer 3 ladder as routing and guardrails. Most prompts optimise at Layer 1 for free. Only ambiguous shapes reach Layer 3 (LLM rewrite · opt-in, metered through wallet). See the full Prompt Optimiser module page for details.
Reduce burn at every layer.
Right-sizing per call
Pattern matcher + classifier picks the right capability tier per call · not per workload.
Exact-match cache
Hash of the canonical inputs short-circuits repeat calls. Per-tenant, classification-aware.
Batching where eligible
Latency-tolerant calls batched against provider batch APIs for material discounts.
Quality-gated escalation
Cheap paths only used when they historically clear the quality bar. Otherwise we promote.
Adaptive routing
Endpoint health + cost feed into the next decision. Drift detector quarantines runaways.
Latency-aware tiering
When latency matters, we pay for it. When it doesn’t, we save.
Token wallet allocation
Per-project, per-team budgets. Hard limits and soft alerts before bills surprise you.
Counterfactual savings
Every call records what it would have cost without TokenOne®. Reportable per period.
Savings that show up on the bill.
- Counterfactual savings reported per project, per period · and audit-traceable.
- Cache hit rate per pattern · visible, tunable, never silent.
- Per-call cost trace · every decision logged with what was chosen and why.
- BYOK throughout · savings accrue to you, not the vendor.
- No model markup · the routing-and-governance fee is what you pay TokenOne®; the rest goes to your provider direct.