What is OpenLIT and how does it integrate with Grafana Cloud?

OpenLIT is an OpenTelemetry-native SDK for auto-instrumenting AI apps. It sends traces/metrics to Grafana's OTLP endpoint for dashboards on costs, latency, and evals.

How to monitor LLM costs in production with Grafana?

Use OpenLIT to capture token usage per call, route to Grafana Cloud Metrics. Dashboards break down spend by model/provider—alert on budgets.

Does Grafana Cloud handle LLM hallucinations?

Yes, via built-in evaluators on traces. Score for accuracy, toxicity; set alerts or gates for drifts.

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Grafana Cloud Turns LLM Chaos into Crystal-Clear Control

Production LLMs aren't toys anymore. Grafana Cloud and OpenLIT reveal the hidden costs and risks lurking in your AI stack.

Open Source Beat Apr 07, 2026 4 min read

Grafana Cloud dashboard displaying LLM latency, costs, and evaluation metrics

⚡ Key Takeaways

Grafana Cloud + OpenLIT provides full-stack LLM observability with minimal setup. 𝕏
Track costs, latency, safety in one place—OTel makes it portable. 𝕏
Architectural shift: AI moves from black-box to SRE-engineered systems. 𝕏

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#Grafana Cloud #LLM monitoring #OpenLIT #OpenTelemetry

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Originally reported by Grafana Blog

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