GEO Readiness Review
Evaluate whether a page is clear enough for AI systems to understand, summarize, and cite
What This Prompt Does
GEO — Generative Engine Optimization — is the practice of shaping content so large language models can accurately summarize and cite it. This prompt casts a GEO strategist, reviews a page, and tells you whether the topic is clear, the entities are recognizable, the questions are answered, and where the page falls short.
When to Use It
- •You want AI assistants (ChatGPT, Perplexity, Gemini, Copilot) to recommend your business by name
- •A page ranks well in traditional search but never appears in AI answers
- •Auditing cornerstone content before submitting to indexing or review
- •Kicking off a broader GEO program with a baseline assessment
The Prompt Template
Act as a GEO strategist and AI search analyst. Your goal is to evaluate whether this page is easy for AI systems to understand, summarize, and cite. Context: - Business type: [BUSINESS TYPE] - Topic: [TOPIC] - Target audience: [TARGET AUDIENCE] - Geography if relevant: [GEOGRAPHY] - Page text: [PASTE PAGE CONTENT] Task: Review this page and identify: 1. whether the page clearly states what it is about 2. whether the main entities are clear 3. whether the page answers likely user questions directly 4. whether the page includes enough facts, proof, or specifics 5. the top 5 changes to improve AI-answer readiness Process: 1. Identify the main topic of the page. 2. Identify the key entities, such as brand, service, person, product, or location. 3. Review how clearly the page explains itself. 4. Look for missing facts, examples, or direct answers. 5. Recommend the top improvements. Constraints: - Use plain English that a minimum wage employee would understand. - Do not claim guaranteed AI rankings or citations. - Be practical and specific. - Keep the response under 500 words. - Favor clearer facts, direct answers, and useful specifics over polished marketing language. Output format: Use these headings: - Topic Clarity - Entity Clarity - Question-Answer Strength - Missing Proof - Top 5 GEO Improvements
How the Prompt Is Structured
Four Pillars of GEO Readiness
Topic, entities, direct answers, and proof. These are the four qualities an AI system needs to decide a page is worth citing. The Task section names each one as a separate deliverable to prevent the model from conflating them.
"Do Not Claim Guaranteed AI Citations"
AI citation is probabilistic, not guaranteed. This constraint stops the model from over-selling GEO as a ranked discipline and keeps the recommendations honest.
Clear Facts Over Polished Marketing
The master rule — "favor clearer facts, direct answers, and useful specifics over polished marketing language" — sits at the bottom of the constraints. It's the single line that separates GEO-ready copy from brochure copy.
500-Word Cap, 5 Fixes
The length cap forces prioritization. Five fixes is a shippable batch — small enough to act on this sprint, large enough to move the page meaningfully.
Example Output
Topic Clarity
Moderate. The page mentions plumbing services several times but never clearly states it's specifically about emergency plumbing in Bozeman.
Entity Clarity
Brand name appears but isn't paired with a one-line description. Service area is vague ("the Bozeman area"). No mention of licensing or business type.
Question-Answer Strength
The page implies service scope but never answers direct questions like "how fast can you arrive" or "what's your service area."
Missing Proof
No reviews, no response-time data, no licensing info, no customer counts, no photos of real jobs.
Top 5 GEO Improvements
- Add a one-line summary near the top: "ABC Plumbing is a licensed emergency plumbing service based in Bozeman, MT."
- Add a service area section that lists specific neighborhoods and nearby towns.
- Add a response-time statement with a concrete number.
- Add a short FAQ with the five most common urgent-service questions.
- Add licensing, insurance, and business-established-date as verifiable facts.
Tips for Better Results
Run on Cornerstone Pages First
Start with the three to five pages that represent your core services or offerings. These are the pages an AI is most likely to cite.
Chain With Entity Clarity
After this review, run the Entity Clarity prompt to dig deeper into the specific entities the AI flagged as vague.
Test Your Own Queries
After making changes, ask ChatGPT or Perplexity the questions a customer would ask. If your brand isn't named, the page still has work to do.
Re-Run After Fixes
Changes in proof and specificity should cut the "Missing Proof" section noticeably. If it doesn't shrink, the fix wasn't concrete enough.
Be the Answer, Not an Also-Ran
We help teams reshape content so AI assistants recognize, summarize, and recommend their business by name.