Frequently Asked Questions

Product Information: Hygraph AI Agents

What are Hygraph AI Agents?

Hygraph AI Agents are intelligent automations embedded directly into your content workflows. Unlike traditional automation, these Agents use large language models (LLMs) to understand context, make decisions, and autonomously execute content tasks—such as translation, summarization, and SEO optimization—while respecting your existing roles, permissions, and approval processes. Think of them as specialized teammates working inside your workflow, handling repetitive tasks and maintaining enterprise-grade governance. Source

How do Hygraph AI Agents work?

Hygraph AI Agents are configured within your project settings. You can add a new Agent, select from available types (Translation Agent, Content Summarizer, SEO Expert), and assign them to specific workflow steps. Once configured, Agents automatically process content as it enters their designated workflow step. You can monitor their activity via a dedicated KPI view, and every action is logged for auditability. Source

What types of AI Agents are available in Hygraph?

Currently, Hygraph offers three types of AI Agents:

More Agent types are planned for future releases. Source

How do I configure and deploy an AI Agent in Hygraph?

To configure an AI Agent, navigate to Project Settings > AI Agents. Add a new Agent, select its type, assign it to a workflow and workflow step, and set any Agent-specific parameters (such as target locales for translation or keywords for SEO). Once deployed, the Agent will automatically process content at its assigned workflow step, and you can monitor its activity and review its output before publishing. Source

What makes Hygraph AI Agents different from other automation tools?

Hygraph AI Agents operate natively within your content workflows, respecting your existing permissions, roles, and approval processes. They are schema-aware, meaning they understand your content model and preserve structure and formatting. Every action is logged, auditable, and traceable, ensuring enterprise-grade governance. Unlike standalone AI tools, Hygraph AI Agents provide full visibility and control, with human editors retaining final approval. Source

Features & Capabilities

What are the key features of Hygraph AI Agents?

Key features include:

These features enable editorial teams to accelerate content velocity without sacrificing control or compliance. Source

How do Hygraph AI Agents ensure enterprise governance and security?

Every Agent action respects your existing permissions framework and role-based access controls. Agents can only operate on content within their assigned workflow step, and all operations are logged, auditable, and traceable. Human editors always have the final say before changes go live, ensuring compliance and security. Source

Are Hygraph AI Agents schema-aware?

Yes, Hygraph AI Agents are schema-aware. They understand your content model, preserve structured content and formatting during processing, and respect field-level requirements and character limits. This ensures that automated tasks like translation and summarization maintain the integrity of your content. Source

Use Cases & Real-World Impact

What are some real-world use cases for Hygraph AI Agents?

Examples include:

These scenarios demonstrate how Hygraph AI Agents accelerate content velocity and improve workflow efficiency. Source

How do Hygraph AI Agents impact content velocity?

Hygraph AI Agents execute tasks instantly as content enters their workflow step, eliminating manual triggers and context switching. For example, translations that previously took days now happen in minutes, and SEO reports are generated automatically. This enables editorial teams to focus on strategy and creative work, dramatically increasing content velocity. Source

Technical Requirements & Documentation

Where can I find documentation for Hygraph AI Agents?

Comprehensive documentation for Hygraph AI Agents, including configuration guides and API references, is available at https://hygraph.com/docs/hygraph-ai/hygraph-agents. For broader technical resources, visit Hygraph Documentation.

Is Hygraph AI Agents available for all users?

Hygraph AI Agents is currently an Enterprise feature in Early Access. To learn more or request access, contact the Hygraph sales team at https://hygraph.com/contact.

Support & Implementation

What support is available for Hygraph AI Agents?

Hygraph provides 24/7 support via chat, email, and phone. Enterprise customers receive a dedicated Customer Success Manager for personalized guidance. Extensive documentation, webinars, and a community Slack channel are also available for troubleshooting and best practices. Source

How easy is it to get started with Hygraph AI Agents?

Getting started is straightforward: access the AI Agents configuration in your project settings, add and configure your Agent, assign it to a workflow step, and deploy. Comprehensive onboarding, documentation, and support resources are available to ensure a smooth setup process. Source

Integration & Related Features

How do Hygraph AI Agents integrate with other Hygraph features?

Hygraph AI Agents are part of a broader AI layer that includes AI Assist for editors and the Hygraph MCP Server for custom automations. Together, these features enable intelligent automation across your content lifecycle, combining speed, control, and extensibility. Source

Meet Hygraph AI Agents - Your Autonomous Teammates

Introducing Hygraph AI Agents

We’re excited to introduce Hygraph AI Agents, built to power agentic content operations.
Fabian Beliza

Written by Fabian 

Nov 20, 2025
Introducing Hygraph AI Agents

We’re excited to introduce Hygraph AI Agents, marking the first significant step toward evolving Hygraph into an Agentic CMS. They bring autonomous workflow intelligence directly into your content operations while maintaining enterprise-grade governance.

#What are Hygraph AI Agents?

Hygraph AI Agents are intelligent automations that can be assigned to specific steps in your content workflows. Unlike traditional automation that follows rigid rules, Agents use large language models (LLMs) to understand context, make decisions, and execute content tasks autonomously, all while respecting your existing roles, permissions, and approval processes.

Rather than an external “agent,” think of them as specialized teammates working inside your content workflow, and they never sleep. When a content entry enters a workflow step with an assigned Agent, the Agent automatically processes the content according to its designated job.

Whether it's translating an approved blog post into multiple locales, generating an SEO report, or creating executive summaries from long-form content, Agents handle the work. At the same time, you maintain complete visibility and control.

#How Hygraph AI Agents work

Getting started with Hygraph AI Agents is straightforward. Here's how to configure them for your content workflows:

1. Navigate to AI Agents configuration

In your Hygraph project, go to Project Settings and select AI Agents from the settings menu. This is your central hub for managing all Agent configurations.

2. Add a new Agent

Click Add Agent to create a new automation. You'll be prompted to select from three available Agent types:

  • SEO Expert: Analyzes your content and provides optimization recommendations for search visibility, including meta descriptions and title suggestions
  • Translation Agent: Automatically localizes content into your selected target locales while preserving structure and formatting
  • Content Summarizer: Generates concise summaries from long-form content, perfect for creating excerpts, social media snippets, or executive overviews

Editor's Note

We will be shipping more AI Agents, complementing more jobs-to-be-done in the near future.

3. Configure your Agent

Once you've selected an Agent type, you'll configure its operational parameters:

  • Workflow assignment: Choose which content workflow the Agent should operate on. This determines when and where the Agent activates in your publishing process.
  • Workflow step: Add a new Agent step to your selected workflow, or assign the Agent to an existing Agent step. When content enters this step, the Agent automatically begins processing.
  • Agent-specific settings: Depending on the Agent type you've chosen, additional configuration options will appear. For example, the Translation Agent requires you to specify source and target locales, while the SEO Expert may need guidance on your target keywords or optimization priorities.

4. Deploy and monitor

Once configured, your Agent is active. As content entries move through your workflow and reach the Agent's designated step, processing happens automatically. You can monitor Agent activity through the dedicated KPI view on the Agents configuration settings. The agent will also add a comment to the content entry once completed.

That's it. Your Agent is now embedded in your workflow, ready to handle repetitive content tasks while you maintain complete visibility and control.

#Why Hygraph AI Agents?

Traditional content automation requires you to choose between speed and governance. Hygraph AI Agents eliminate that tradeoff by embedding intelligence directly into your workflows with built-in enterprise controls.

Content velocity without risk

Editorial teams are increasingly juggling tasks throughout the content lifecycle, losing time to repetitive work. Agents execute tasks the moment content enters their workflow step, without manual triggers or context switching. Translation that once took days happens in minutes. SEO reports that require dedicated writers are generated automatically. But unlike standalone AI tools, every action happens within your defined workflow, with full audit trails and the ability to review changes before they go live.

Enterprise governance by default

Every Agent action respects your existing permissions framework. They can only operate on content within their assigned workflow step, honoring the same role-based access controls that govern your human team. Every operation is logged, auditable, and traceable. If an Agent makes a change you disapprove, human editors always have the final say.

Schema-aware intelligence

Hygraph Agents understand your content model. When translating, they preserve your structured content and formatting. When summarizing, they respect field-level requirements and character limits. This is the difference between an AI Agent built inside Hygraph and any other AI Agent: it operates with native awareness of your schema, content hierarchy, and relations.

#Real-world impact

Here's what this looks like in practice:

  • A global eCommerce company uses the Translation Agent to automatically localize product descriptions into 12 languages as part of their approval workflow. What previously required coordinating with multiple translation vendors and took 5-7 days now happens in minutes, with every translation logged and linked to the source.
  • A B2B SaaS company deploys the Summarization Agent to create short-form versions of their technical blog posts for social media and email campaigns. Content that once required dedicated writers is now generated automatically, freeing the editorial team to focus on strategy and creating original content.
  • A media organization uses the SEO Agent as a pre-publish check, automatically scoring pages and surfacing recommendations before content goes live. Editors maintain complete creative control while ensuring every piece of content is optimized for discovery.

#Built for the agentic era

Hygraph AI Agents are part of our broader vision for agentic content operations. In this future, intelligent automation accelerates every part of your content lifecycle while governance keeps pace with velocity. You can expect a wider variety of Agent types in the near future.

Combined with AI Assist for editors and the Hygraph MCP Server for custom automations, Agents represent a complete AI layer for your content platform. One that doesn't force you to choose between speed and control, but delivers both.

Hygraph AI Agents is an Enterprise feature currently in Early Access. To learn more about how Agents can transform your content operations, contact our sales team.


#Ready to see AI Agents in action?

Explore our documentation to learn more about configuring Agents for your workflows, or contact your Customer Success Manager to discuss your specific use case.

Blog Author

Fabian Beliza

Fabian Beliza

Product Manager

Fabian is one of the Product Managers at Hygraph.

Share with others

Sign up for our newsletter!

Be the first to know about releases and industry news and insights.