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19 docs tagged with "ai-cost-management"

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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.

AI Cost Management Quickstart

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.

AI Cost Troubleshooting

Resolve common issues with AI Cost Management, from connectors that show no spend to traces that appear without cost.

Anthropic

Connect Anthropic to bring your Claude spend into Cloud & AI Cost Management alongside your cloud costs.

Claude Code

Route Claude Code OpenTelemetry telemetry to Cloud & AI Cost Management to track its AI cost.

Compatibility Matrix

Which SDKs, gateways, and frameworks emit GenAI traces natively for AI Cost Management trace attribution.

Cursor

Connect Cursor to bring your AI coding spend into Cloud & AI Cost Management alongside your cloud costs.

Devin

Connect Devin to bring your AI agent spend into Cloud & AI Cost Management alongside your cloud costs.

GenAI Span Attribute Reference

The OpenTelemetry GenAI semantic-convention attributes Cloud & AI Cost Management reads from each span to price and attribute AI cost.

GitHub Copilot

Connect GitHub Copilot to bring your AI coding spend into Cloud & AI Cost Management alongside your cloud costs.

Google ADK

Instrument Google Agent Development Kit (ADK) applications to emit GenAI traces to Cloud & AI Cost Management using the OpenInference ADK instrumentation.

Harness SDK (Python)

Instrument a Python application that calls a model SDK directly (LiteLLM, OpenAI, or Anthropic) to emit GenAI traces to Cloud & AI Cost Management.

How AI Traces Work

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.

LangChain / LangGraph

Instrument LangChain or LangGraph applications to emit GenAI traces to Cloud & AI Cost Management, using LangSmith OTel export or the OpenInference instrumentation.

LiteLLM Proxy

Emit GenAI traces to Cloud & AI Cost Management from a LiteLLM proxy using its built-in OpenTelemetry callback.

LlamaIndex

Instrument LlamaIndex applications to emit GenAI traces to Cloud & AI Cost Management using the OpenInference LlamaIndex instrumentation.

Manual 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.

OpenAI

Connect OpenAI to bring your LLM spend into Cloud & AI Cost Management alongside your cloud costs.

OpenAI Agents SDK

Instrument OpenAI Agents SDK applications to emit GenAI traces to Cloud & AI Cost Management using the OpenInference OpenAI Agents instrumentation.