> For clean Markdown of any page, append .md to the page URL.
> For a complete documentation index, see https://www.comet.com/docs/opik/development/optimization-runs/optimization/llms.txt.

# Optimization

> Debug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows with comprehensive tracing, automated evaluations, and production-ready dashboards.

## Docs

- [Opik Agent Optimizer Core Concepts](https://www.comet.com/docs/opik/development/optimization-runs/optimization/concepts.md): Learn about the core concepts of Opik Agent Optimizer, including key terms, evaluation processes, optimization workflows, and best practices for effective LLM optimization.
- [Configuring LLM Providers](https://www.comet.com/docs/opik/development/optimization-runs/optimization/configure_models.md): Learn how to configure different LLM providers like OpenAI, Anthropic, Gemini, Azure, and Ollama for use with the Opik Agent Optimizer.
- [Define datasets](https://www.comet.com/docs/opik/development/optimization-runs/optimization/define_datasets.md): Design, version, and validate datasets used for optimization runs.
- [Define metrics](https://www.comet.com/docs/opik/development/optimization-runs/optimization/define_metrics.md): Create reliable metrics and composite objectives for Agent Optimizer runs.
- [Optimize prompts](https://www.comet.com/docs/opik/development/optimization-runs/optimization/optimize_prompts.md): Pick the right optimizer, run experiments, and ship better prompts.
- [Optimize tools (MCP)](https://www.comet.com/docs/opik/development/optimization-runs/optimization/optimize_tools.md): Improve MCP tool and parameter descriptions without changing prompt text.
- [Optimize agents](https://www.comet.com/docs/opik/development/optimization-runs/optimization/optimize_agents.md): Connect the Agent Optimizer to Agent Frameworks.
- [Optimize multimodal prompts](https://www.comet.com/docs/opik/development/optimization-runs/optimization/optimize_multimodal.md): Run optimizations for prompts that combine text, images, and other modalities.
- [Dashboard results](https://www.comet.com/docs/opik/development/optimization-runs/optimization/dashboard_results.md): Analyze optimization trials, failure modes, and improvements inside Opik.