# Advanced Telemetry

> OpenTelemetry-native telemetry for LLM traffic. Traces, spans and metrics per request with cost, latency and cache attribution.

Source: https://tokenomy.ai/features/advanced-telemetry
Last updated: 2026-09-09
Publisher: Tokenomy — FinOps for AI
License: free to quote with attribution and a link to the source URL.

OTel-native telemetry for every LLM call. Traces, spans and metrics with cost, latency, cache and provider attribution.

## What it does

OTel-native telemetry for every LLM call. Traces, spans and metrics with cost, latency, cache and provider attribution.

- OpenTelemetry traces and metrics
- Per-span cost, tokens and cache attribution
- Prometheus, Datadog, Grafana and Honeycomb exporters
- SLO-linked dashboards

## Part of the runtime rails

This feature is part of Tokenomy's runtime rails for the token economy — the metering proxy, smart router, budget guard, unified cost graph and MCP server your LLM traffic flows through.

## Related pages

- [All platform features](https://tokenomy.ai/features)
- [Why FinOps for AI](https://tokenomy.ai/finops-for-ai)
- [Pricing](https://tokenomy.ai/pricing)
- [Trust & Security](https://tokenomy.ai/trust)