Kalibr makes any agent autonomous.

Kalibr plugs into your agent, fixes failures as they happen, adapts model and tool selection in real time, and keeps complex workflows running without you.

Start free Let your agent onboard
OpenAIOpenAI
AnthropicAnthropic
GoogleGoogle
DeepSeekDeepSeek
Hugging FaceHugging Face
LangChainLangChain
CrewAICrewAI
OpenAI Agents SDKOpenAI Agents SDK
🦞OpenClaw

Kalibr instruments any ML model, any modality, any number of steps and heals your pipeline every time it breaks or returns bad output. Your most complex requests run seamlessly, without you babysitting them.

💬User -> Agent
"Build me a fully autonomous podcast studio: transcribe the audio, segment topics, pull guest research, write show notes, draft a Twitter thread and LinkedIn post, generate SEO metadata, select the best clip for an audiogram, generate a thumbnail, and add YouTube chapter markers - all from a single MP3."
14 stepsaudio · text · image · videoWhisper · GPT-4o · SDXL · DeepSeek · Llama
💬User -> Agent
"Scrape 500 companies from LinkedIn and Crunchbase, enrich each with funding data and tech stack, score them on ICP fit, classify by vertical and stage, then draft hyper-personalized cold emails for the top 50 - referencing their specific product, recent news, and pain points."
web_scrapingdata_enrichmentlead_scoringclassificationoutreach_generation
💬User -> Agent
"Monitor live earnings calls across 40 companies: transcribe in real time, extract forward guidance and key metrics, compare against analyst estimates, flag material surprises, generate a trading brief with conviction scores, and push alerts only when something is actually actionable."
audio · real-timeextractionresearchclassification

Connect Kalibr once.
Watch your pipelines run.

Drop Kalibr into any agent pipeline. It intercepts every model call, catches failures before they propagate, and retries automatically. Wrong output, wrong model, wrong format - all handled. Your agent just keeps running.

4% to 96% Pipeline completion rate with no human intervention

Intercepts every model call

Every request passes through Kalibr. Nothing runs blind.

Catches failures before they propagate

Bad output at step 3 doesn't corrupt steps 4 through 14. Kalibr stops it and heals.

Retries with a better model

Thompson Sampling selects the next-best path based on what's worked before.

No redeploy, no downtime

Kalibr adapts routing in production without touching your code.

Built on real data

Every model. Every task type. Hundreds of thousands of outcomes already mapped.

Kalibr maps how models perform for different agents, across different task types using real production outcome data, not benchmarks. Every agent run through Kalibr feeds back into this graph: what was asked, which model was used, and whether it succeeded. When your agent runs, Kalibr routes it to the model most likely to succeed for that exact task type, based on what has actually worked at scale, and switches models if one fails.

Live model routing intelligence graph · click any node to explore · scroll to zoom

Pricing

Start free. Scale as volume grows.

Usage-based pricing for teams shipping agents in production.

Free

$0 / month
Get real signal before you pay.
  • 5,000 decisions / mo
  • 50,000 traces / mo
  • Full adaptive routing
  • Full tracing & visibility
  • 1-year retention
Start free
Most popular

Starter

$29 / month
For teams shipping agents in production.
  • 100,000 decisions / mo
  • 1M traces / mo
  • Everything in Free
  • Unlimited retention
  • Email support
Get started

Pro

$149 / month
For teams scaling agent volume.
  • 2M decisions / mo
  • 20M traces / mo
  • Everything in Starter
  • Dedicated support
  • SLA
Get started

Enterprise

Custom
For teams running agents at scale.
  • Unlimited volume
  • Custom retention
  • Dedicated support
  • SLA guarantee
  • SSO & audit logs
Contact sales

Build more ambitious pipelines.
Walk away. Come back to results.

Connect Kalibr once. Your agents heal themselves and keep running.