ParallelIQ
Products · Introspect

Your cluster's X-ray

Discover every model, runtime, and batch configuration across your fleet — automatically. No agents to install, no instrumentation to maintain.

  • Auto-discovers vLLM, Triton, KServe, SGLang, Ollama, TGI
  • Per-workload memory shape, KV cache profile, batch dynamics
  • Per-workload CPU:GPU ratio monitoring — catches imbalances invisible at the cluster level
  • Fleet-wide visibility into model deployments, replicas, and runtime configuration
  • Zero-touch deployment — read-only by default
introspect.yaml
discover:
  runtimes: [vllm, triton, kserve, sglang]
  depth: deep
emit:
  - workload.memory_shape
  - workload.kv_cache_profile
  - workload.batch_dynamics
mode: read-only

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