AEO/GEO Scannability Auditor for B2B Content

AEO/GEO SCANNABILITY AUDITOR
AI-READINESS 2026

Paste your blog draft or HTML below to see how likely an AI model is to cite your content.

Why Your Content Needs an AEO Scannability Audit

In 2026, ranking on Page 1 is only half the battle. The real prize is the AI-Cited Fragment. When a user asks an AI engine a question, the model scans millions of pages to find the most “scannable” answer. If your B2B blog post is a wall of text without clear hierarchy, the AI will skip you for a competitor who uses better structure.

How the AI-Readiness Score Works

AI models look for “Fragment-Friendly” content. Our tool audits your text for:

  • Logical Hierarchy: AI models index content by headings (H2s and H3s).

  • Sentence Density: Long, academic sentences are harder for models to parse into direct answers.

  • Semantic Markers: Bullet points tell the AI, “Here is a list of important data.”

  • Direct Definitions: Using “is” or “refers to” helps you win the “Featured Snippet” in AI-generated answers.

Surviving the GEO Era

For startup founders, Generative Experience Optimization (GEO) is about making your expertise “digestible.” Use this auditor to ensure your LinkedIn thought-leadership, white papers, and landing pages are built to be cited.

B2B Strategy Tip: After auditing your content here, use our Content Brief Generator to restructure your next post with these AI-friendly markers from the start.