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AI Readiness Checklists

An AI readiness checklist is a structured, step-by-step audit of whether a web page is ready to be cited by ChatGPT, Perplexity, Gemini, Copilot, and Google AI Overviews. Each checklist below covers one focused dimension — GEO audit, schema markup, E-E-A-T trust signals, AI citeability — and tracks your progress as you fix items. Anchored to the Princeton 2024 GEO paper's 9 verified methods.

+42.6% citation lift via Quotation method — Princeton GEO paper−8.6% from keyword stuffing — the only Princeton method that hurts14% of marketers track citation visibility — GoodFirms 2026
By Ibrahim Furkan Ozcelik·Updated ·5 checklists

Complete GEO Audit Checklist

A comprehensive checklist covering all 7 dimensions of AI search readiness. Use this to audit any page before publishing.

35 items

Schema Markup Checklist for AI

Essential structured data markup to implement for AI search visibility. Covers JSON-LD types that AI systems actively use.

12 items

E-E-A-T Signal Checklist

Build trust signals that AI systems can verify. Every item on this checklist directly impacts how AI evaluates your credibility.

15 items

AI Citeability Checklist

Is your content quotable by AI? This checklist covers the writing and structural elements that make content extractable and citable.

12 items

Pre-Launch AI Readiness Checklist

Before launching a new page or site, run through this checklist to ensure AI search systems can access, understand, and cite your content from day one.

18 items

How to use these checklists

Each checklist covers one audit dimension. For first-time audits, run them in this order — it's the cheapest path from “invisible to AI” to “regularly cited”.

  1. 1
    Start with GEO audit checklist — the umbrella discipline. Covers AI crawler access, schema, E-E-A-T, and Princeton's 9 verified content methods. Catches the cheapest, highest-leverage fixes first.
  2. 2
    Run the schema markup checklist — Article + FAQPage schema are the two highest-ROI implementations. Per Princeton's GEO paper, structured citations and clean schema correlate with +27.7% PAWC lift.
  3. 3
    Layer in the E-E-A-T checklist — author bios, publication dates, source citations. Required minimum for YMYL content; lifts citation probability for all content types.
  4. 4
    Finish with the AI citeability checklist — quotation density, statistics, inline citations. Princeton's top-3 methods: Quotation +42.6%, Statistics +32.8%, Cite Sources +27.7% PAWC lift.

For the underlying discipline: What Is GEO? · Generative Engine Optimization playbook · Run a GEO audit (free, 2 min).

Sources for the stats on this page

  • Aggarwal et al. (2024) — GEO: Generative Engine Optimization, arXiv:2311.09735 (KDD '24)
  • GoodFirms 2026 — 89% brands cited, 14% tracking citation visibility
  • Google Search Central — AI Optimization Guide
  • Forrester (March 2026) — 69% of B2B marketers rank AI visibility top 2026 priority