By Steve Merrill, Founder of WRKNG Digital | September 15, 2026
Every week another tool promises to make you visible to AI. Before you trust one with your Shopify store, ask these five questions.
A good tool shows you what a machine sees and what to fix. A weak one slaps AI on a dashboard you already had.
How do you tell a real AEO tool from hype?
By whether it works from what AI assistants actually read: your structured data, feed fields, and content answers. If it can't tie its advice to those, it's guessing.
1. Does it show what AI actually sees?
A real tool shows you how a model reads your store, not just your Google rankings. If it can't tell you what ChatGPT or Perplexity would pull from your product page, it isn't measuring AEO.
2. Does it check your structured data?
Valid Product and Offer markup is the trust layer for AI. A tool that ignores your structured data is skipping the thing that matters most.
3. Does it give specific fixes, not scores?
A number with no next step is a vanity metric. The tool should tell you which field to change and why, so the work maps to something a model reads.
4. Can it measure whether AI mentions you?
The real outcome is being cited in answers. A tool worth trusting tracks whether assistants name your store over time, not just whether your on-page checklist is green.
5. Does it stay current with the platforms?
AI shopping changes fast. Ask how often the tool updates its checks against sources like Google's guidelines. A tool frozen on last year's rules gives last year's advice.
Further reading
- Schema.org Product reference
- Google product structured data guidelines
- OpenAI on shopping in ChatGPT
- Schema.org Offer reference
Frequently Asked Questions
What should I look for in an AEO tool for Shopify?
Look for a tool that shows what AI actually sees, checks your structured data, gives specific fixes instead of vanity scores, measures whether AI mentions you over time, and stays current with platform changes. Those five things separate a real tool from a rebranded dashboard.
Is an AEO tool worth it for a small store?
It can be, if it turns AI visibility into a concrete fix list you can act on. A tool that only outputs a score without telling you what to change isn't worth paying for, no matter the store size.
How is an AEO tool different from an SEO tool?
An SEO tool measures rankings and links. An AEO tool measures whether AI assistants can read, verify, and cite your store, working from your structured data, feed fields, and content answers rather than search positions.
Want to know if AI assistants can actually find and recommend your store? Get a free AI-visibility read on your Shopify store at WRKNG Digital. We show you exactly what ChatGPT, Perplexity, and Google AI see when they look at your products.
