Managed observability and intelligence for multi-agent AI systems in production.
Hosted infrastructure. Production benchmarks. Real-time dashboards.
We manage ClickHouse, MongoDB, ingestion pipelines, and scaling for your agent telemetry data.
Enterprise analytics dashboard with workflow visualization, cost tracking, and performance metrics.
Compare your agent performance and costs against anonymized data from similar companies running multi-agent systems.
Get specific guidance on which models to use for different agent tasks based on real production data.
SSO, compliance certifications, tenant isolation, encrypted data pipelines, and private endpoints.
Custom deployments, integration support, SLA-backed uptime, and ongoing performance tuning.
Enterprise customers get access to production benchmarks—anonymized insights from real multi-agent systems at scale.
• Cost benchmarks: "Your research workflow costs $4.20/query. Similar companies: $1.80/query."
• Model performance: "For customer support, Claude Sonnet is 40% cheaper than GPT-4 with only 2% quality difference."
• Optimization patterns: "Companies like yours save 35% by using GPT-3.5 for classification and GPT-4 only for complex reasoning."
The data flywheel: More companies use Kalibr → More production traces → Better benchmarks → More valuable for everyone. Early enterprise customers help build the dataset.
Run Kalibr open-source locally or upgrade to Enterprise for managed hosting, benchmarks, and production intelligence.