How to Check AI-Generated Content for Quality with Markup AI

Chris Profile Picture Christopher Carroll February 18, 2026
Checking AI Content blog poster. Screenshot of using Markup AI with MCP.

Key takeaways

  • Markup AI integrates directly into workflows like Claude and LibreChat to automatically rewrite AI-generated content until it meets your brand’s specific tone and compliance standards.
  • The platform allows you to upload custom style guides and terminology lists that act as an automated editor to correct off-brand drafts.
  • Every rewrite is accompanied by a detailed scorecard that quantifies quality and explains exactly why specific changes were made.
  • You can test these capabilities immediately by accessing the free thirty-day trial to upload your rules and experiment within the Writer’s Playground.

Hi there, I’m Chris, and I work in product marketing here at Markup AI. I’m going to walk you through how you can seamlessly integrate Markup AI into the AI tools you’re already using, like Claude, LibraChat, and Cursor.

Now, you might be asking yourself, “Why would I need another tool?” That’s a great question. The simple answer is that Markup AI ensures the content you’re generating—whether it’s for marketing, product, or legal—meets your brand’s specific tone, style, terminology, and compliance requirements.

A lot of companies are hesitant to fully embrace AI because they’re not sure what kind of content these models will generate, and more importantly, they can’t be sure they can trust it. Our job is to help you build a trustworthy process so your team can get all the benefits of AI efficiency without generating content that’s off-brand or non-compliant.

See Markup AI in action

I want to show you an example using LibraChat, an application that allows you to use various AI models internally on a private server. This is a common scenario in many companies, so it’s a great example.

Let’s say a team member asks the AI to write a short, to-the-point email for a financial legal officer about the top five benefits of your company, which we’ll call “Markup AI.” The AI model generates a draft, but how can we be sure it meets our brand guidelines? This is where Markup AI comes in. We simply ask the AI to check and rewrite the email with Markup AI.

Watch what happens next. The AI provides a draft, and then Markup AI goes through and improves the text. It’s like having your own personal editor that knows your brand’s voice perfectly.

How to use our content playground

  1. Upload your content rules: Add your custom style guide and terminology in Markup AI console.
  2. Test and refine your content: Paste or upload your draft in the Writer’s Playground to check, suggest, or fully rewrite based on your rules.
  3. Review and apply changes: See suggested improvements, update your text, or let Markup AI rewrite it automatically to match your brand style and tone.

The content score: More than just a rewrite

After the rewrite, you’ll get a detailed report. You’ll see the original draft and the improved text. But here’s the really powerful part: you’ll get a summary score, which gives you a definitive, quantifiable measure of the content’s quality. You’ll also see things like the readability score and average sentence length.

And for full transparency, we show you the exact changes that were made, the category of the problem (like brand terminology or tone), and a detailed explanation of why each change was needed. This way, you understand exactly what was improved and why, giving you full confidence in the final result.

Try Markup AI for free

If you want to get started, you can try it out today for free. No credit card is needed. You get a 30-day trial with 100,000 tokens. Sign Up Here!

You can use our playground to try it out immediately. Just paste in some content, and Markup AI will check it for you. You can either make changes based on the suggestions or, even easier, just hit “rewrite” and let us handle it. We’ll rewrite the entire piece to match your style guide and give you a new score.

Whether you’re a developer or a writer, Markup AI is a tool that will change how you work. Come on in and start your free trial today.


Frequently Asked Questions (FAQs)

How do you check AI-generated content for quality?

AI-generated content should be checked for clarity, readability, brand tone, terminology accuracy, and compliance. Automated tools can help standardize these checks across teams.

Why is AI content quality important for businesses?

Low-quality AI content leads to off-brand messaging, compliance risk, and loss of trust. Quality checks help companies scale AI safely and consistently.

Can AI tools check their own content quality?

Most generative AI tools focus on producing content, not validating it against brand or regulatory standards. Quality review layers are often needed.

What should teams look for when evaluating AI content?

Key factors include tone consistency, terminology usage, sentence clarity, and whether the content aligns with internal guidelines.

Last updated: February 18, 2026

Chris Profile Picture
is a Product Marketing Director at Markup AI. With over 15 years of B2B enterprise marketing experience, he spends his time helping product and sales leaders build compelling stories for their audiences. He is an avid video content creator and visual storyteller.

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