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  • Overview
    • Overview
    • When to use AI Agent
      • Starting with the right mindset
      • Scenarios where AI Agent shines
      • How AI Agent works within your project
      • Deciding when to use AI Agent
      • Always review AI Agent’s work
    • Write clear prompts
    • Quality boosters
    • The safety layer
    • Complex scenarios
    • Test

When to use AI Agent

Martina Farkasova
6 minutes
AI
0% complete
Managing content at scale means repetitive tasks pile up, whether it’s auditing hundreds of items or translating content into another language. The AI Agent can help you accomplish these tasks through natural language. Learn which scenarios are perfect for the AI Agent and which tasks you’re better off handling manually, so you can make confident decisions about when to use this powerful tool.

Starting with the right mindset

Think of the AI Agent as a capable assistant for pattern-based, repetitive content work. It excels at tasks that would otherwise require you to manually process dozens or hundreds of content items. The key is recognizing when automation saves time and effort. If you’re facing unique creative work or a single content change, manual work is often faster. But when you’re doing similar work across multiple items following a consistent pattern, the AI Agent becomes extremely valuable.

Scenarios where AI Agent shines

The AI Agent handles the following types of content work particularly well:
  • Content audits and discovery – Find content needing attention: items missing required elements, outdated metadata, or content stuck in draft or review workflow steps.
  • Bulk operations – Update multiple items at once: change workflow steps, move content between collections, assign taxonomy terms across your content inventory.
  • Multilingual workflows – Translate items into their respective language variants, maintain cross-language consistency, audit translation completeness.
  • Content generation and optimization – Generate SEO and GEO metadata or article summaries. These tasks require clear instructions about what “good” looks like. You’ll learn how to provide that guidance later in this path.
  • Content cleanup after migrations – Review migrated content for consistency, update outdated references, and standardize formatting across hundreds of items.
  • Ensure brand standards – Reference existing content to maintain a unified brand voice without manually referencing style guides.

How AI Agent works within your project

The AI Agent respects your project’s existing structure. It works within the same boundaries as you. It can’t bypass role-based access or modify content you don’t have permission to change. If you can’t publish content manually, the AI Agent can’t publish for you either. Your workflow steps remain in control. When the AI Agent moves content through workflows, those changes follow your project’s approval requirements. Content modified by the AI Agent goes through the same review process as manually created content.
Most AI Agent requests consume multiple API calls, and bulk operations require resources proportional to the number of items processed. Keep this in mind when planning large-scale operations.
Your most recent conversation in each project is preserved locally in your browser. If you need to reference previous work or reuse successful prompts, document them outside of the AI Agent. This experience may evolve as the AI Agent matures.

Deciding when to use AI Agent

Here’s how to evaluate whether the AI Agent fits your task.
Use AI Agent when…Handle manually when…
Working with multiple content items sharing similar characteristicsMaking a single change to one item
The task is repetitive and follows a clear patternThe decision requires nuanced judgment varying per item
Time savings from automation outweigh setup effortThe task is quick enough that writing a prompt takes longer than doing it
The content approach is agreed, and the AI can generate or adjust outputs at scaleThe content approach is still being defined or requires strategic creative decisions
While AI can be useful for early brainstorming, the AI Agent is best used once strategic decisions, such as content goals, target audience, voice and tone, or positioning, are made and need to be applied consistently.
Let’s look at two example scenarios to see how this works in practice.

Example 1: Content discovery and bulk tagging

You have 50 blog posts about agentic CMS that were migrated without taxonomy terms. Why AI Agent fits: This is a repetitive task (assigning terms) across multiple items (50 posts) that follows a clear pattern (analyze content, assign relevant terms from your existing taxonomy). Time savings are significant: manually tagging 50 items means at least 150 clicks: opening each item, selecting the term, and returning to the inventory. The alternative? Asking your development team to write a migration script. With the AI Agent, you describe what you want in a single prompt.

Example 2: Unique content creation

You need to write a hero headline for your new product launch page that differentiates you from competitors. Why manual work fits: This is a single, unique item requiring strategic thinking. It needs brand voice nuance, competitive positioning, and creative judgment that varies based on market context.

Always review AI Agent’s work

AI can make mistakes. Always review changes the AI Agent makes to your content before moving items through your workflow or publishing them.
Think of the AI Agent as drafting work for your approval, not replacing human judgment. This matters especially for content that will be published externally, changes affecting multiple items, translations, generated content, and anything requiring brand voice consistency or compliance review.Your existing workflow steps are your quality gates. Use them. Content created or modified by the AI Agent should move through the same approval process as any other content.
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