Smart Remediation & Content Optimizer
Apply AI-driven recommendations directly to your content.
Finding your site's AEO flaws is useless if you don't rewrite it. The Smart Remediation engine bridges the gap between evaluation and action. By leveraging LLM feedback loops, it rewires your text paragraphs, structure, and metadata, providing copy-paste solutions to guarantee model citation.
Core Optimization Strategies Applied
The optimization engine focuses on three architectural transformations of your page text:
- Syntactic Flattening: Complex sentences with multiple parenthetical clauses are converted into direct active structures. This ensures that when an AI chunker splits your page, the core subject-verb-object relationship remains intact.
- Entity Gap Resolution: The system automatically extracts keyword concepts from competitors citing the same topic, generating missing entity references to expand your topical coverage.
- Structured Data Injection: Creates custom JSON-LD schema objects mapping organizations, products, and relations so crawlers do not need to guess your page context.
Practical Walkthrough: Remediating a Page
- Open the completed report in your Auditor Dashboard.
- Click on the Remediation Recommendations dropdown panel.
- You will see a side-by-side text comparison showing your current content next to the AI-optimized recommendation.
- Copy the suggested paragraphs and paste them directly into your CMS editor (WordPress, Webflow, HTML file, etc.).
- Re-trigger a test audit. Your AEO score will immediately increase, signaling your readiness for indexing updates.
Why Formatting for RAG is Essential
Generative engines do not read pages like human browsers. They slice documents into chunks of 100-300 tokens, translate them into embeddings, and index them. If a concept is scattered across 10 pages or wrapped in abstract metaphors, the vector representation will be too weak, preventing the model from ever surfacing your page.