On-page content formats answer engines actually favor [new research]

This is a comprehensive guide to on-page content formats for AI, covering topics such as schema markup, governance models, refresh tactics, and frequently asked questions. Here's a summary of the key points:

Schema Markup

• Schema isn't required for AI citations, but it can help with citation rates
• Apply schema markup only where it accurately reflects the content

Governance Models

• Assign one owner per content cluster to run review cadence and updates
• Trigger updates based on drops in citation share, major model releases, pricing changes, or new competitors

Refresh Tactics

• Update outdated statistics in tables and comparison sections
• Add or rewrite FAQs to reflect current buyer questions
• Verify author bios, credentials, and outbound links to demonstrate E-E-A-T

Audience Alignment and Tooling

• Use AI content optimization tools to make changes that can boost AI citation
• Pair with Smart CRM data to inform prompt suggestions and keep monitored prompts anchored to your business context

Frequently Asked Questions

• Can I block AI crawlers while keeping search visibility? Yes, separate training crawlers from search crawlers using robots.txt directives.
• Which format should I start with first? Start with the format that matches the dominant intent behind your buyers' searches.

Key Takeaways

• Governance models are essential for keeping every page updated and citable long after the initial audit
• Refresh tactics should focus on updating outdated statistics, FAQs, screenshots, steps in how-to content, case study results, author bios, and outbound links
• Use AI content optimization tools to make changes that can boost AI citation, and pair with Smart CRM data to inform prompt suggestions

Overall, this guide provides a comprehensive framework for creating and maintaining on-page content formats that earn citations from AI. By following the guidelines outlined in this guide, businesses can improve their visibility, share of voice, and owned citations in answer engines like ChatGPT, Gemini, and Perplexity.