token intelligence layer
Your agents are
85% of teams went over their AI budget this year. Token Ninja stops the waste before the bill: routing every call to the right model and metering spend by reasoning phase.
Maximized performance. less spend. One line of code.
enterprise LLM spend, doubled in 6 months
of companies exceeded their AI budget this year
of tokens wasted per workflow run
products
Two tools. One proxy.
Token Ninja sits between your agent framework and any LLM provider. Every call is classified, routed, and metered before the token is spent.
Right model.
Right step. Every time.
Not every reasoning step needs GPT-4o. Token Ninja classifies each LLM call by complexity and reroutes it to the cheapest model that passes quality. Automatically, on every call.
- ✓Classify each call by reasoning complexity in real time
- ✓Reroute to the optimal model before the token is spent
- ✓Terminate runaway loops before costs compound
Know where the money
goes. Before it's gone.
Dashboards after the fact don't save you money. Token Ninja attributes spend to each reasoning phase and fires anomaly alerts before costs spike, informed by every prior run.
- ✓Per-phase attribution: see exactly which step burns tokens
- ✓Anomaly alerts fire before the overage happens
- ✓Historical runs inform future budget allocation automatically
combined savings · routing + metering
output quality maintained
to integrate. no rewrites.
integration
One line. No rewrites.
Works with everything.
Token Ninja is a drop-in proxy. Wrap your existing client and every call is automatically classified, routed, and metered.
# and metered by reasoning phase. no other changes needed.
proof
Already working. Measurably.
Our MVP optimizes each agent step at runtime, choosing models and adjusting token caps dynamically per reasoning stage. We only count savings when output quality is maintained.
tasks
SWE benchmark evaluated
savings
token cost reduction
quality
output parity maintained
landscape
Nobody else acts before the token is spent.
Observability tools give you dashboards. Orchestrators give you graphs. Providers give you rate limits. Token Ninja is the only layer that intervenes in real time.
| Player | What they see | Acts before spend? |
|---|---|---|
| Providers (OpenAI · Anthropic) | One API request at a time. No agent context, no phase awareness. | NO |
| Orchestration (LangGraph · AutoGen) | The graph and checkpoints, not per-call cost or waste. | NO |
| Observability (Langfuse · Helicone) | Dashboards after spending. Traces per node, not per problem. | NO |
| Token Ninja | Every call, its context, classified, routed, trimmed, reallocated. | YES |
get started
Stop the waste.
We're working with early design partners now. If you're spending on AI agents and want to spend less. Let's talk.
No contracts. No minimums. We only win when you save.
get early access →info@usetokenninja.com · usetokenninja.com