Agent Actions

AI building blocks for structured content workflows

Generate, transform, and translate content using large language models. With schema-aware AI-powered responses that integrate with the Content Lake.

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Deeply integrated AI

Built on structure
Outputs are automatically validated against the content types in your Sanity Studio schema, so responses from the LLM always fit your schema.
Respond with AI
Trigger content updates using APIs, scripts, or CI pipelines. No Studio or UI needed, although hooks can easily be integrated into the Studio or UI’s.
Operates at any scale
Whether you're automating a single field or running updates across your entire dataset, Agent Actions scale with you.
Creative computation
Instead of coding static rules, use structured prompts and live content values to generate meaningful, schema-valid results.

It’s not just AI automation. It’s programmable creativity

Automation

Make AI a collaborator

Generate, transform, and translate automatically in response to content updates, editorial input, external events or Sanity Functions. Integrate AI into publishing flows without custom integrations or manual steps.

Generate

Create or enrich content with dynamic prompts

Learn about Generate

Use LLMs to generate schema-valid content with real context. Combine prompt templates with live values from GROQ, document fields, or external sources. Run synchronously or in the background

client.agent.action.generate({
  targetDocument: {
    operation: 'create', _type: 'movie'
  },

  instruction:
    `Write a summary for the movie, $movie.`,
  instructionParams: {
    movie: {
      type: 'constant',
      value: 'Space Jam',
    },
  },
	
  schemaId: 'schemaId'
})

Transform

Reshape content for new use cases

Learn about Transform

Rework content structure, style, or tone without manual work. Ideal for adapting messaging or standardizing imported data at scale.

client.agent.action.transform({
  instruction: 'Replace "Your CMS" with "Sanity"',
  documentId: 'documentId',
  schemaId: 'default-schema'
})

Translate

Localize content while keeping structure intact

Learn about Translate

Translate entire documents or specific fields between languages, respecting schema and preserving intent.

client.agent.action.translate({
  fromLanguage:
    { id: 'en-GB',title: 'English' },
  toLanguage:
    { id: 'no-NB', title: 'Norwegian Bokmål' },
  
  styleGuide: 'Preserving formal tone and legal terminology without paraphrasing',
  
  documentId: 'documentId',
  schemaId: 'default-schema'
})

AI translations that follow your terminology

Get the guide

AI translation tools sound fluent but break product names, ignore style rules, and can't tell a reference field from a text field

This guide shows how to fix that: store your glossary, style guide, and do-not-translate rules as structured content, then feed them to the Agent API at translation time