> For the complete documentation index, see [llms.txt](https://docs.kiln.tech/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.kiln.tech/docs/optimizers.md).

# Optimizers

Kiln offers a powerful set of optimization techniques to make your AI agents smarter, faster, and cheaper.

Click the "Optimize" tab in the app to explore our optimizers, or browse the docs:

<table data-view="cards"><thead><tr><th></th><th></th><th data-hidden data-card-cover data-type="image">Cover image</th><th data-hidden data-card-target data-type="content-ref"></th></tr></thead><tbody><tr><td><strong>Optimize Prompt</strong></td><td>Improve your prompt using our automatic optimizers or manually.</td><td><a href="/files/CYsusrOr631L4LlBM60z">/files/CYsusrOr631L4LlBM60z</a></td><td><a href="/pages/ZZcdUMMQOzSwNwVTPdqF">/pages/ZZcdUMMQOzSwNwVTPdqF</a></td></tr><tr><td><strong>Compare Models</strong></td><td>Compare models to find the best quality/cost tradeoff for your task.</td><td><a href="/files/kJti9HACvdgX2vjtVpml">/files/kJti9HACvdgX2vjtVpml</a></td><td><a href="https://kiln.tech/model_library">https://kiln.tech/model_library</a></td></tr><tr><td><strong>Fine-Tuning</strong></td><td>Train a custom model for your task.</td><td><a href="/files/reaAySjXgTjdVkcX2Tzy">/files/reaAySjXgTjdVkcX2Tzy</a></td><td><a href="/pages/d10ZmwweJ8LYSmlXiLB6">/pages/d10ZmwweJ8LYSmlXiLB6</a></td></tr><tr><td><strong>Docs &#x26; Search (RAG)</strong></td><td>Let agents search for relevant knowledge.</td><td><a href="/files/opZURxUeL4URf4LA99i5">/files/opZURxUeL4URf4LA99i5</a></td><td><a href="/pages/Dtsf7EZfJgPB9VbSUiae">/pages/Dtsf7EZfJgPB9VbSUiae</a></td></tr><tr><td><strong>Tools &#x26; MCP</strong></td><td>Add tools like web-search, code sandboxes, and more.</td><td><a href="/files/DrxYj7KvQVl0GRHKPQea">/files/DrxYj7KvQVl0GRHKPQea</a></td><td><a href="/pages/qmzsaLmyoO8DcirfJpAK">/pages/qmzsaLmyoO8DcirfJpAK</a></td></tr><tr><td><strong>Agents</strong></td><td>Allow your task to call sub-agents and perform work.</td><td><a href="/files/HUfoCrZmOkhj4AOFybMJ">/files/HUfoCrZmOkhj4AOFybMJ</a></td><td><a href="/pages/6X2jCKYVfnoJLkVMp41g">/pages/6X2jCKYVfnoJLkVMp41g</a></td></tr><tr><td><strong>Skills</strong></td><td>Dynamically load prompts for the current goal.</td><td><a href="/files/i9dLTP89QBsUoc0d1bUJ">/files/i9dLTP89QBsUoc0d1bUJ</a></td><td></td></tr></tbody></table>