Piqc – GPU waste scanner for LLM inference clusters
Read-only GPU waste scanner finds 20-40% cluster spend waste without agents or sidecars.

Seven automated detectors flag wasted tokens and suggest specific fixes like prompt caching.
AI engineers and CTOs managing high LLM API bills
Helicone · LangSmith · Portkey
Read-only GPU waste scanner finds 20-40% cluster spend waste without agents or sidecars.
One decorator reveals which feature burned $2,800 instead of two-day forensics.
One-command GPU waste scanner when Kubecost requires full Prometheus setup.
Zero-code instrumentation via monkey-patching, but Langsmith, Helicone, and Arize already do this.
Traffic-light audit system beats vague 'optimize your LLM spend' advice from competitors.
Adds PDF report generation to AWS cost CLI, but cost tools are crowded.