Kalibr routes every request to the optimal model and tool combination for the task and learns and adapts as your agents run, based on real-time performance data.
Any model, any modality. Text, vision, audio, code, embeddings. Open source SDK.
Hardcoded agents overspend and drift. Kalibr adapts in real time.
Kalibr routes simple work away from premium models and keeps stronger models where they are actually needed.
Kalibr optimizes for successful outcomes, not just lower cost. Both improve at the same time.
Kalibr plugs into your stack. You or your orchestrator define the models and tools it can use, and what a successful outcome looks like.
For every request, Kalibr tracks cost, latency, and outcome success across all available options — using your system's live performance data, not benchmarks.
Kalibr routes each request to the cheapest model and tool combination that is still delivering successful outcomes. When something degrades, it shifts automatically.
Most requests don't need your best model. Kalibr makes sure they don't use it — and routes the hard ones to the right model automatically.
When a provider degrades, a tool fails, or costs shift, Kalibr detects it from live performance data and moves traffic to what's still working.
No rule-writing, no config changes, no watching dashboards. Kalibr makes the routing decision on every request so you don't have to.
Kalibr learns from every request across every system using it. Your agents benefit from network-wide performance data, not just your own history.
No tiers. No monthly seat fees. You pay for exactly what you run through Kalibr.
Connect Kalibr once. Costs drop. Quality holds.