Gpu-Observer-AI

Problem

– Teams burn budget & reputation when black-box AI silently drifts, throttles, or explodes in cost.

Solution in one line

– Drop-in SDK + web UI that turns every LLM call into a cost, reliability & usage telemetry event in <5 min.

• Core value props

– Real-time $/1k-tokens spend by model, user, feature, prompt template.

– Reliability score (latency p50/p99, error rate, hallucination proxy, drift radar).

– Usage heat-map (tokens/min, daily active users, prompt/response sizes, cache hit %).

– Anomaly alerts (cost spike >15 %, reliability drop >2 σ, sudden token bloat).

– FinOps guardrails: auto-switch to cheaper model, throttle user, kill switch.

Built With

• amazon-web-services
• cicd
• golang
• grafana