Products · Introspect

Your cluster's X-ray

Understand the relationship between every model in your fleet and the hardware it runs on. Starts as a read-only one-time scan — graduates to a lightweight agent for continuous monitoring with no changes to your serving stack.

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Auto-discovers vLLM, Triton, KServe, SGLang, Ollama, TGI
Understands model-hardware fit — not just GPU utilization
Continuous safety signals: KV cache pressure, OOM risk, queue depth — every 15 seconds
Performance and structural signals collected at longer intervals — zero added load on workloads
Reads from your existing Prometheus — no duplicate scraping

introspect.yaml

discover:
  runtimes: [vllm, triton, kserve, sglang]
  depth: deep
emit:
  - workload.memory_shape
  - workload.kv_cache_profile
  - workload.batch_dynamics
mode: read-only

The rest of the platform

Remediate

Detect. Recommend. Fix — with a human in the loop.

Fleet

One optimization layer across every cluster you operate.

Get more from the cluster you already have.

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