Cut agent costs. Not output quality.

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.

OpenAIOpenAI
AnthropicAnthropic
GoogleGoogle
DeepSeekDeepSeek
Hugging FaceHugging Face
LangChainLangChain
CrewAICrewAI
OpenAI Agents SDKOpenAI Agents SDK
🦞OpenClaw

Any model, any modality. Text, vision, audio, code, embeddings. Open source SDK.

What happens when model choice stops being static

Hardcoded agents overspend and drift. Kalibr adapts in real time.

Cost per successful run
~12× lower cost

Kalibr routes simple work away from premium models and keeps stronger models where they are actually needed.

Outcome success rate
Near 100%

Kalibr optimizes for successful outcomes, not just lower cost. Both improve at the same time.

Connect Kalibr once. It routes your agent on every run.

01

Connect Kalibr to your agent system

Kalibr plugs into your stack. You or your orchestrator define the models and tools it can use, and what a successful outcome looks like.

OpenAI, Anthropic, Google, DeepSeek, Hugging Face Text, vision, audio, code, embeddings Any tool or API Your success criteria
02

Kalibr measures what is actually working

For every request, Kalibr tracks cost, latency, and outcome success across all available options — using your system's live performance data, not benchmarks.

Tracks cost, latency, and outcome success Scores every option based on real results Always-on, across every request
03

Traffic goes to the lowest-cost option still working

Kalibr routes each request to the cheapest model and tool combination that is still delivering successful outcomes. When something degrades, it shifts automatically.

Lowest-cost option that is still succeeding Instant rerouting on failure or drift No deploys, no config changes, no manual work
Full tracing included. See why Kalibr made every decision. Explore the docs →

Why teams buy Kalibr

Lower cost without lowering quality

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.

Adapts automatically as agents run

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 manual retuning

No rule-writing, no config changes, no watching dashboards. Kalibr makes the routing decision on every request so you don't have to.

Gets smarter over time

Kalibr learns from every request across every system using it. Your agents benefit from network-wide performance data, not just your own history.

The tools you already have aren't solving this

Observability tools

  • Show what happened
  • Surface failures
  • Provide dashboards and traces
  • Don't decide what to do next
You still have to fix and retune the system yourself.

Model gateways

  • Route across providers
  • Use rules and failover
  • Don't optimize for real outcome success
  • Don't learn from live production performance
They move traffic. They don't learn what's actually working.

Kalibr

  • Chooses the right model and tool for each task
  • Optimizes for cost and outcome success together
  • Adapts automatically as conditions change
  • Learns from live usage across the network
  • No manual retuning required
Decides, adapts, and improves on every request.

Start free. Load credits when you're ready.

No tiers. No monthly seat fees. You pay for exactly what you run through Kalibr.

Free

$0 — no credit card needed
Get real signal before you pay. Free limits reset monthly.
  • 100 routing decisions / mo
  • 1,000 traces / mo
  • Full adaptive routing
  • Full tracing & visibility
  • Dashboard access
  • 90-day data retention
Get started free
Pay as you go

Credits

Load what you need — no expiry, no ceiling
Buy credits and spend them as your agents run. Scale up or down with no plan changes.
  • Unlimited routing decisions
  • Unlimited traces
  • Everything in Free
  • 1-year data retention
  • Email support
  • Auto-reload available
Load credits
Enterprise
Custom contracts, volume pricing, dedicated support, and SLA guarantees. For teams running agents at scale.
Unlimited volume Custom retention Dedicated support SLA guarantee SSO & audit logs
Contact sales

Stop overpaying to run your agents.

Connect Kalibr once. Costs drop. Quality holds.