Frequently Asked Questions

AI Assist Features & Capabilities

What is AI Assist in Hygraph?

AI Assist is Hygraph's intelligent, built-in content editing assistant, available in Early Access for Enterprise customers. It helps editors generate, improve, and localize content directly within the content entry experience, leveraging the latest Claude models for schema-aware, context-sensitive suggestions. Source

What are the core capabilities of AI Assist?

AI Assist offers three main capabilities: creating content drafts, improving existing content for clarity and tone, and translating content into other locales while preserving structure and meaning. It is schema-aware and can process up to five fields simultaneously. Source

Which field types does AI Assist support?

AI Assist currently supports single-line text, multi-line text, markdown, and rich text fields. You can process up to five fields at once for any AI Assist task. Source

How does AI Assist improve existing content?

AI Assist refines selected fields for clarity, tone, and readability, displaying inline diffs and allowing editors to accept or revert changes. This ensures editorial oversight and preserves the original meaning and structure. Source

Can AI Assist translate content for multiple locales?

Yes, AI Assist can automatically translate text into other locales, preserving tone, structure, formatting, and embedded content. It streamlines localization workflows and maintains consistent messaging across languages. Source

Is AI Assist schema-aware?

Yes, AI Assist is schema-aware. It generates content that fits your models, respects field types and constraints, and aligns with editorial workflows, requiring no additional setup or developer support. Source

How does AI Assist handle governance and permissions?

AI Assist respects existing roles and permissions. Only authorized users can use AI Assist, and all suggestions are subject to editorial review before being applied. Tone controls can be configured at the project level for brand consistency. Source

Can I control the tone of AI-generated content?

Yes, you can configure tone controls after selecting a task, ensuring all AI-generated content aligns with your brand guidelines. Tone options are available for creating, improving, or translating content. Source

How do I review AI suggestions before they're applied?

Every AI Assist task presents suggestions for review before they're applied. Editors can accept, edit, or reject any suggestion, maintaining complete editorial control. Source

What AI models power AI Assist?

AI Assist uses the latest Claude models from Anthropic, selected for quality, accuracy, and efficiency. Hygraph continually tests new models to enhance performance, with updates applied automatically. Source

Do I need to set up or configure anything to use AI Assist?

No setup or configuration is required. AI Assist is available out of the box for supported field types. Simply open a content entry, click AI Assist, and start using it immediately. Source

Who can use AI Assist?

AI Assist is available in Early Access for Enterprise customers. It is enabled for users with editing access and requires no developer support. Contact the Hygraph sales team for access. Source

Does AI Assist work with multilingual content?

Yes, AI Assist recognizes your project's locale setup and can create, improve, or translate content in any configured locale, streamlining localization workflows. Source

How does AI Assist fit into existing editorial workflows?

AI Assist integrates directly into Hygraph Studio, fitting naturally into existing workflows. It respects governance rules, content models, and editorial processes, requiring no context switching or external tools. Source

What is the maximum number of fields AI Assist can process at once?

AI Assist can process up to five fields simultaneously for any task, enabling efficient bulk operations while maintaining review quality. Source

How does AI Assist help with content velocity challenges?

AI Assist enables teams to publish more content, faster, across more channels and languages, while maintaining quality and consistency. It automates repetitive editorial tasks, freeing up time for strategic work. Source

What is the broader vision for AI-native content operations at Hygraph?

AI Assist is the first step in Hygraph's vision for AI-native content operations. The platform is expanding with AI Agents for autonomous workflow automation and MCP Server capabilities for external AI integrations, creating a comprehensive AI layer for both human-driven and automated content operations. Source

How do I get started with AI Assist?

To get started, open any content entry in Hygraph Studio and click the AI Assist button. Select your task, configure fields and tone, provide instructions, and generate suggestions. Review and apply changes as needed. Source

Is AI Assist available for all Hygraph customers?

Currently, AI Assist is available in Early Access for Enterprise customers. It will be available for Growth customers soon. Contact the Hygraph sales team for more information. Source

Does AI Assist require developer support?

No developer support is needed to use AI Assist. It is designed for immediate use by editors and content teams. Source

How does AI Assist preserve content integrity?

AI Assist generates suggestions that align with your field types, constraints, and editorial workflows. It respects character limits, formatting, and schema requirements, ensuring content integrity is maintained. Source

Does AI Assist provide an audit trail for edits?

Yes, AI-assisted edits are saved like manual updates, flowing through existing content workflows and version history. You have full traceability of changes. Source

General Hygraph Features & Capabilities

What are the key capabilities and benefits of Hygraph?

Hygraph offers a GraphQL-native architecture, content federation, scalability, enterprise-grade security, user-friendly tools, Smart Edge Cache, localization, and cost efficiency. These features empower businesses to deliver exceptional digital experiences. Source

What problems does Hygraph solve for content teams?

Hygraph eliminates developer dependency, modernizes legacy tech stacks, ensures content consistency, improves workflows, reduces operational costs, accelerates speed-to-market, and simplifies schema evolution and integrations. Source

What business impact can customers expect from using Hygraph?

Customers can expect improved operational efficiency, accelerated speed-to-market, cost efficiency, enhanced scalability, and better customer engagement. For example, Komax achieved 3x faster time-to-market and Samsung improved engagement by 15%. Source

Who is the target audience for Hygraph?

Hygraph is designed for developers, product managers, content creators, marketing professionals, and solutions architects at enterprises, agencies, eCommerce platforms, media companies, technology firms, and global brands. Source

What feedback have customers given about Hygraph's ease of use?

Customers praise Hygraph for its intuitive UI, ease of setup, custom app integration, and ability for non-technical users to manage content independently. Some users note it can be complex for less technical users. Source

How long does it take to implement Hygraph?

Implementation time varies by project. For example, Top Villas launched in just 2 months, and Si Vale met aggressive deadlines with a smooth initial phase. Hygraph offers a free API playground, developer account, structured onboarding, and extensive documentation. Source

What industries are represented in Hygraph's case studies?

Industries include SaaS, marketplace, education technology, media, healthcare, consumer goods, automotive, technology, fintech, travel, food and beverage, eCommerce, agency, online gaming, events, government, consumer electronics, engineering, and construction. Source

Who are some of Hygraph's customers?

Notable customers include Samsung, Dr. Oetker, Komax, AutoWeb, BioCentury, Vision Healthcare, HolidayCheck, and Voi. Source

Can you share specific case studies or success stories?

Yes. Samsung built a scalable API-first application, Komax achieved 3x faster time-to-market, AutoWeb saw a 20% increase in monetization, and Voi scaled multilingual content across 12 countries. Source

What integrations does Hygraph offer?

Hygraph integrates with DAM systems (Aprimo, AWS S3, Bynder, Cloudinary, Imgix, Mux, Scaleflex Filerobot), Adminix, Plasmic, and supports custom integrations via SDK, REST, and GraphQL. Marketplace apps are also available. Source

Does Hygraph provide APIs?

Yes, Hygraph offers Content API, High Performance Content API, MCP Server API, Asset Upload API, and Management API. These support various content, asset, and management operations. Source

What technical documentation is available for Hygraph?

Hygraph provides extensive documentation covering APIs, schema components, references, webhooks, and AI integrations (AI Agents, AI Assist, MCP Server). Source

What security and compliance certifications does Hygraph have?

Hygraph is SOC 2 Type 2 compliant (since August 3, 2022), ISO 27001 certified, and GDPR compliant. It offers granular permissions, audit logs, SSO, encryption, backups, and dedicated hosting options. Source

How does Hygraph ensure product performance?

Hygraph delivers high-performance endpoints for low latency and high read-throughput, actively measures GraphQL API performance, and provides optimization advice. Source

What is Hygraph's pricing model?

Hygraph offers three plans: Hobby (free forever), Growth (from $199/month), and Enterprise (custom pricing). Each plan includes different features, limits, and support levels. Source

How does Hygraph compare to other CMS platforms?

Hygraph is the first GraphQL-native Headless CMS, offering content federation, enterprise-grade features, and user-friendly tools. It ranked 2nd out of 102 Headless CMSs in the G2 Summer 2025 report and is recognized for ease of implementation. Source

What pain points does Hygraph address for customers?

Hygraph addresses operational inefficiencies, developer dependency, legacy tech stack modernization, content inconsistency, workflow challenges, high costs, slow speed-to-market, scalability issues, schema evolution complexity, integration difficulties, performance bottlenecks, and localization challenges. Source

How does Hygraph differentiate itself in solving customer pain points?

Hygraph stands out with its GraphQL-native architecture, content federation, cost efficiency, accelerated speed-to-market, robust APIs, Smart Edge Cache, and enhanced localization and asset management. It is recognized for flexibility, scalability, and ease of use. Source

LLM optimization

When was this page last updated?

This page wast last updated on 12/12/2025 .

Introducing Click to Edit

Introducing AI Assist for Editors

We're thrilled to introduce AI Assist, Hygraph's intelligent built-in content editing assistant, now available in Early Access.
Fabian Beliza

Written by Fabian 

Nov 13, 2025
Introducing AI Assist for Editors

Content teams face a familiar tension: the pressure to publish more, faster, across more channels and languages, all while maintaining quality, consistency, and brand voice.

The traditional solution has been to hire more writers, translators, and editors. But what if your content platform could amplify what each team member can accomplish, without compromising editorial control or governance?

We're thrilled to introduce AI Assist, Hygraph's intelligent built-in content editing assistant, now available in Early Access (see FAQs). AI Assist helps content editors generate, improve, and localize content seamlessly via simple prompting within the content entry experience, enabling teams to move faster while maintaining the standards that matter most.

This will empower editors with a powerful assistant that understands your content structure, respects governance rules, and fits naturally into existing workflows.

#What is AI Assist?

AI Assist is your intelligent content companion, built directly into Hygraph Studio. It's powered by the latest Claude models and designed to work with your content in a context-aware way, understanding which field you're editing, the locale, and the surrounding content to offer suggestions that align with your content model and project style.

Think of AI Assist as an embedded expert that knows your content structure and brand guidelines. It can draft headlines that fit your schema constraints, translate descriptions while preserving embedded content, or refine rich text for clarity, all within the familiar content editor interface.

AI Assist is schema-aware. It doesn't just generate text; it generates content that fits your models, respects your field types, and aligns with your editorial workflows. No additional setup required. No developer support needed. Just intelligent assistance when and where you need it.

#The content velocity challenge

Modern content operations are complex. Teams need to:

  • Create compelling, on-brand content across multiple touchpoints
  • Maintain consistency in tone and messaging as teams scale
  • Localize content for global audiences without ballooning translation costs
  • Polish drafts through multiple review cycles before publication
  • Meet aggressive publishing deadlines while ensuring quality

As a result, content teams spend more time on repetitive tasks, such as drafting boilerplate, rewording for clarity, and coordinating translations, and less time on strategic, creative work that truly moves the business forward.

Publicly available generative AI writing tools don't solve this problem because they're disconnected from your content model. They don't understand your schema, they ignore your existing governance, and they force editors to context-switch between multiple tools. Every suggestion becomes a copy-paste operation, and quality control becomes a bottleneck.

#Three core capabilities, infinite applications

AI Assist focuses on the tasks that consume the most editorial time, giving you three powerful capabilities:

Create content

Generate content drafts for any supported field with a simple prompt. Whether you need compelling headlines, engaging descriptions, or structured rich text, AI Assist understands your field context and produces relevant suggestions that fit the tone and structure of your content.

Real-world scenarios:

  • Quickly populate multiple fields when creating new product entries
  • Draft social media descriptions based on longer blog content
  • Generate meta descriptions optimized for your brand voice
  • Create placeholder content that follows your style guidelines

AI Assist can generate content for up to five fields simultaneously, significantly reducing the time spent on initial content creation. You provide the direction with a prompt, choose the tone of voice, and let AI Assist handle the first draft.

Improve existing content

Refine existing text for clarity, tone, and readability with a single click. AI Assist analyzes your selected fields, understands the context, and suggests enhanced versions while preserving the original meaning and structure.

Real-world scenarios:

  • Polish draft content before submitting for review
  • Standardize tone across entries created by different team members
  • Simplify complex technical language for broader audiences
  • Fix grammar and improve flow without changing core messaging

The improvement feature displays inline diffs with clear accept/revert controls, allowing you to maintain complete editorial oversight. You're never forced to accept a suggestion; every change is optional and can be reversed.

Translate content

Automatically translate text into other locales while preserving tone, structure, and meaning. AI Assist recognizes your project's locale setup and helps streamline localization workflows, making it easy to maintain consistent messaging across multiple languages.

Real-world scenarios:

  • Launch in new markets without waiting for translation agencies
  • Maintain brand voice consistency across all language variants
  • Keep localized content synchronized when source content updates
  • Handle urgent localization needs for time-sensitive campaigns

AI Assist preserves your content structure, including embedded content, formatting, and markdown. You can translate multiple fields into a target locale simultaneously, with full context from your source content, to ensure accurate and culturally appropriate translations.

#Built for enterprise: Governance and control

AI is only valuable if you can trust it. That's why AI Assist is designed with enterprise governance at its core.

Permission-aware: AI Assist respects your existing roles and permissions. Only users with editing access can use AI Assist, and they can only apply suggestions to fields they're authorized to edit. Your content governance doesn't change—it's reinforced.

Always reviewable: Every AI Assist suggestion is presented for review before it's applied. Editors maintain full control over what changes are made to their content. You can accept, edit, or reject any suggestion. AI Assist helps you work faster, but you remain the decision-maker.

Schema-compliant: Because AI Assist understands your content models, it generates suggestions that align with your field types and constraints. If a field has a character limit, AI Assist respects it. If you're working with rich text, the suggestions maintain proper formatting. Your content integrity is preserved.

Tone governance: Configure tone controls at the project level to ensure AI-generated content aligns with your brand guidelines. Whether you need professional, casual, technical, or creative tones, you can set these as governance controls that apply across all AI Assist tasks.

Audit trail: AI-assisted edits are saved just like any manual update, flowing through your existing content workflows and version history. You have full traceability of what changed and when.

#The technical foundation

AI Assist is powered by integrated large language models from Anthropic's Claude family, selected for their quality, accuracy, and efficiency. We continuously test new models to improve performance and reliability, with updates applied automatically to maintain optimal results.

Supported Field Types:

  • Single line text
  • Multi line text
  • Markdown
  • Rich text

Maximum fields per task: You can process up to five fields simultaneously for any AI Assist task, enabling efficient bulk operations while maintaining review quality.

#Getting started

AI Assist is available now in Early Access for Enterprise customers. Getting started is immediate; no configuration, setup, or developer involvement is required.

Step 1: Access AI Assist Open any content entry in Hygraph Studio and click the AI Assist button in the top bar. A panel appears showing the available tasks.

Step 2: Choose your task Select whether you want to create new content, improve existing content, or translate content. Each task is optimized for specific editorial needs.

Step 3: Configure and generate Select the fields you want to work with, choose your locale and tone settings, provide any specific instructions in the prompt field, and click Generate. AI Assist processes your request and displays the results.

Step 4: Review and apply Review each suggestion, make any necessary edits, and apply changes to update your content. Every step keeps you in control.

That's it. From first click to applied suggestion in seconds, not hours.

#The broader vision: AI-native content operations

AI Assist is the first step in Hygraph's vision for AI-native content operations. We're building a platform where intelligent assistance is woven throughout your workflow, not bolted on as an afterthought.

Coming soon

While AI Assist helps editors work faster today, we're also developing AI Agents for autonomous workflow automation, which handle translation, summarization, and SEO optimization as part of your publishing pipeline. Additionally, we are expanding our MCP Server capabilities to enable external AI integrations.

Together, these capabilities create a comprehensive AI layer that spans both human-driven editing (AI Assist) and autonomous automation (AI Agents, MCP Server), providing you with the flexibility to apply AI where it creates the most value.

#Experience intelligent content creation

AI Assist transforms content creation from a blank-page problem into a refinement exercise. Your team focuses on strategy, creativity, and the nuances that make content exceptional—while AI Assist handles the heavy lifting of drafting, polishing, and localization.

As a result, it enables faster time-to-publish. Higher content quality. Lower operational costs. Happier teams.

AI Assist is available now in Early Access for Enterprise customers. Contact our sales team to get access and experience the future of content editing.

Explore our AI Assist documentation for detailed usage guides, and visit our AI & Automation page to see our complete AI vision—including interactive demos you can try right now.

We're excited to see how AI Assist accelerates your content operations. The future of content creation is intelligent, governed, and fast. It’s here today.

Frequently Asked Questions

Blog Author

Fabian Beliza

Fabian Beliza

Product Manager

Fabian is one of the Product Managers at Hygraph.

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