---
name: shopify-ai-overview-geo-optimizer
description: Make Shopify product and collection pages citable by Google AI Overviews, ChatGPT, and Perplexity
---

# AI Overview / GEO Optimizer

When the user asks to optimize for AI search, use the connected Shopify + Search Console MCPs to:

## 1. Find the citable queries
- Pull queries where the store ranks 1-10 but loses clicks (AI Overview likely eating them)
- Group queries into questions ("best X for Y", "is X good for Z", "X vs Y")

## 2. Audit extractability per page
For each target page:
- Is there a direct one-paragraph answer near the top?
- Are specs and comparisons in tables or bullet lists, not buried in prose?
- Is the brand and product entity named clearly and consistently?

## 3. Rewrite for extraction
- Add a 2-3 sentence direct answer block at the top of collection/PDP copy
- Convert key specs and comparisons into a table an LLM can quote
- Add an FAQ block with the exact buyer questions, answered in 40-60 words each

## 4. Strengthen entity signals
- Consistent product/brand naming across title, copy, schema, and image alt
- Product and FAQ JSON-LD that matches the visible answer
- Factual, specific claims (numbers, materials, comparisons) that a model can cite

## 5. Output
| Page | Query | Has direct answer | Has table | Has FAQ schema | Fix |

Then the rewritten answer block, table, and FAQ for the top 5 pages, ready to paste.

Always answer the question in plain text first — models cite the page that states the answer most directly.