KernelFlow is a platform that helps businesses run AI-powered applications efficiently. It simplifies complexity, reduces costs, and improves performance, so you can focus on what matters – your business.
KernelFlow orchestrates every step of the inference path with deterministic precision — from ingress to telemetry.
mTLS-authenticated requests enter via gRPC/HTTP/3 with policy evaluation.
→Intelligent model routing based on cost, latency, and availability policies.
→Topology-aware scheduling with priority queues and resource balancing.
→Inference on GPU fabric with KV-cache optimization and adaptive batching.
→Real-time telemetry exported via OpenTelemetry, Prometheus, and eBPF.
KernelFlow integrates seamlessly with your existing infrastructure — no vendor lock-in, no re-platforming.
Real-world performance data from production deployments across finance, defense, pharma, and frontier labs.
58% higher token throughput compared to stock deployments on identical hardware.
65% lower P99 latency with intelligent routing and KV-cache optimization.
Average 40% reduction in GPU infrastructure costs through intelligent scheduling.
89% average GPU utilisation over 24h — compared to 46% with traditional deployments.
94% faster model swaps with intelligent caching and weight pre-loading.
99.99% uptime SLA with zero-downtime upgrades and automatic failover.
KernelFlow is built to meet the most stringent security, privacy, and compliance requirements.
Security, availability & confidentiality
Healthcare data protection
US government readiness
Information security management
Our product roadmap is shaped by customer feedback and the evolving AI infrastructure landscape.
Transparent, predictable pricing aligned with your infrastructure growth.
Get a 30-day pilot with a dedicated solutions engineer.
No commitment, no hidden fees.
