AI Cost Management
See AI spend across LLM providers next to your cloud costs, attribute it to teams and agents, and govern it with the same FinOps workflow you use for cloud.
See AI spend across LLM providers next to your cloud costs, attribute it to teams and agents, and govern it with the same FinOps workflow you use for cloud.
Turn on AI trace attribution to break AI spend down to the agent, session, and request that caused it, from generating an ingestion token to verifying traces in Cost Explorer.
Resolve common issues with AI Cost Management, from connectors that show no spend to traces that appear without cost.
Connect Anthropic to bring your Claude spend into Cloud & AI Cost Management alongside your cloud costs.
Route Claude Code OpenTelemetry telemetry to Cloud & AI Cost Management to track its AI cost.
Which SDKs, gateways, and frameworks emit GenAI traces natively for AI Cost Management trace attribution.
Connect Cursor to bring your AI coding spend into Cloud & AI Cost Management alongside your cloud costs.
Connect Devin to bring your AI agent spend into Cloud & AI Cost Management alongside your cloud costs.
The OpenTelemetry GenAI semantic-convention attributes Cloud & AI Cost Management reads from each span to price and attribute AI cost.
Connect GitHub Copilot to bring your AI coding spend into Cloud & AI Cost Management alongside your cloud costs.
Instrument Google Agent Development Kit (ADK) applications to emit GenAI traces to Cloud & AI Cost Management using the OpenInference ADK instrumentation.
Instrument a Python application that calls a model SDK directly (LiteLLM, OpenAI, or Anthropic) to emit GenAI traces to Cloud & AI Cost Management.
How Cloud & AI Cost Management attributes cost from GenAI OpenTelemetry spans, the three layers of an AI request, and the limits of trace-based cost.
Instrument LangChain or LangGraph applications to emit GenAI traces to Cloud & AI Cost Management, using LangSmith OTel export or the OpenInference instrumentation.
Emit GenAI traces to Cloud & AI Cost Management from a LiteLLM proxy using its built-in OpenTelemetry callback.
Instrument LlamaIndex applications to emit GenAI traces to Cloud & AI Cost Management using the OpenInference LlamaIndex instrumentation.
Create GenAI spans by hand with a standard OpenTelemetry SDK for languages the Harness SDK does not cover, or when you need full control over span structure.
Connect OpenAI to bring your LLM spend into Cloud & AI Cost Management alongside your cloud costs.
Instrument OpenAI Agents SDK applications to emit GenAI traces to Cloud & AI Cost Management using the OpenInference OpenAI Agents instrumentation.