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Grafana

An observability and visualization platform used in RAG pipelines to monitor real-time telemetry, such as retrieval latency, token consumption, and agentic loop performance, by aggregating data from time-series databases and tracing backends. It provides critical visibility into system health at the cost of increased infrastructure complexity for telemetry collection.

Definition

An observability and visualization platform used in RAG pipelines to monitor real-time telemetry, such as retrieval latency, token consumption, and agentic loop performance, by aggregating data from time-series databases and tracing backends. It provides critical visibility into system health at the cost of increased infrastructure complexity for telemetry collection.

Disambiguation

Used for monitoring LLM operational metrics and cost, not for building the agent logic itself.

Visual Metaphor

"The cockpit dashboard of a jet, displaying fuel levels (token budget), airspeed (latency), and engine health (model status) on a single screen."

Key Tools
PrometheusOpenTelemetryTempoLokiArize PhoenixLangSmith
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Conceptual Overview

An observability and visualization platform used in RAG pipelines to monitor real-time telemetry, such as retrieval latency, token consumption, and agentic loop performance, by aggregating data from time-series databases and tracing backends. It provides critical visibility into system health at the cost of increased infrastructure complexity for telemetry collection.

Disambiguation

Used for monitoring LLM operational metrics and cost, not for building the agent logic itself.

Visual Analog

The cockpit dashboard of a jet, displaying fuel levels (token budget), airspeed (latency), and engine health (model status) on a single screen.

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