---
title: "Free AI shopping agent audit for Shopify stores - Glass Aisle"
description: "A free audit of how well AI shopping agents like ChatGPT and Gemini can find, understand and buy from your Shopify store, with the evidence for every finding."
url: "https://glassaisle.com"
---

# See your _store_ the way _AI agents_ see it.

Shopping agents like ChatGPT and Gemini now browse stores for buyers. Glass Aisle checks the 25 things they need and shows you what to fix.

This form sends GET https://glassaisle.com/audit with store (Store address).

Free. No login or app install. Report in about 5 minutes.

- Every finding links to a screenshot or the exact page code behind it
- Built on public standards: robots.txt (RFC 9309), schema.org and the Universal Commerce Protocol

One product, two readers

## Shoppers see a _product page_. Agents read the data behind it.

A page can look complete to a person and still leave an agent guessing about shipping, returns or checkout. Here is one product from Northwind Supply, the demo store behind our sample report.

What a shopper sees

northwindsupply.example/products/merino-crew-sweater

Northwind Supply

Merino Crew Sweater

$128.00

Knitted from 100% merino wool in Portugal.

- S
- M
- L
- XL

Add to cart

Shipping policy Return policy

What an agent reads

robots.txt

Disallow: /policies/ blocked [A1](https://glassaisle.com/methodology#check-A1 "AI agents allowed by robots.txt")

name

Merino Crew Sweater found

price

128.00 USD found

size chart

not on the page missing [P5](https://glassaisle.com/methodology#check-P5 "Product pages answer buyer questions")

shippingRate

not in structured data missing [T2](https://glassaisle.com/methodology#check-T2 "Shipping details in structured data")

deliveryTime

not in structured data missing [T2](https://glassaisle.com/methodology#check-T2 "Shipping details in structured data")

returnPolicy

not in structured data missing [T1](https://glassaisle.com/methodology#check-T1 "Return policy in structured data")

checkout

asks shoppers to sign in blocked [C4](https://glassaisle.com/methodology#check-C4 "Guest checkout")

Northwind Supply is a demo store we built and set up with common issues. In a real report, every line like these cites the page, screenshot or code behind it.

Report in about 5 minutes

## How it works

You enter your store's address and where to send the report. Software does the rest.

1. GET /robots.txt 200
2. GET /sitemap.xml 200
3. GET /.well-known/ucp 200
4. GET /llms.txt 200
5. GET /products/merino-crew-sweater 200

1 

### We fetch your store the way an agent does.

Our crawler, [GlassAisleBot](https://glassaisle.com/bot), reads your public pages, follows your robots.txt, and collects what a shopping agent relies on: product data, policies, structured data and your agent profile.

- A1
- A2
- A3
- A4
- D1
- D2
- D3
- D4
- D5
- P1
- P2
- P3
- P4
- P5
- T1
- T2
- T3
- T4
- C1
- C2
- C3
- C4
- X2
- X3
- X4

Measured by software Judged by an AI model

2 

### We run 25 checks.

They cover access, discovery, product data, policies, the checkout path and page structure. Software measures 23 of them directly. An AI model judges the other 2, and it has to quote the exact text it relied on.

63 /100 **C**_Partly ready for AI agents_

1. High Return policy not machine-readable
2. High Product pages leave buyer questions unanswered

3 

### You get a report with the evidence.

Your score, grade and top 3 findings, each with a screenshot or code excerpt. The full report adds every check, the fixes, and a 90-day plan.

Free snapshot, 4 pages

## What the report looks like

The free snapshot is a PDF by email, with a web copy you can share with whoever runs your store.

1. Your score out of 100 and your grade.
2. A score for each of the six dimensions, with the weakest in red.
3. Your top 3 findings, each with the evidence behind it.
4. Why each finding matters for AI agents.

The full report adds all 25 checks, fixes ranked by impact with Shopify steps, and a 90-day plan.

[Run my free audit ](https://glassaisle.com/audit)[Read the methodology ](https://glassaisle.com/methodology)

![Snapshot findings page for Northwind Supply, with each finding's evidence beside why it matters for AI agents](https://glassaisle.com/_next/image?url=%2F_next%2Fstatic%2Fimmutable%2Fmedia%2Fsample-snapshot-findings.0hyzs4ya557kq.webp&w=3840&q=75)

![Snapshot cover for Northwind Supply: a score of 63 out of 100, grade C, with a bar for each of the six dimensions](https://glassaisle.com/_next/image?url=%2F_next%2Fstatic%2Fimmutable%2Fmedia%2Fsample-snapshot-cover.0epydt0oxpg4_.webp&w=3840&q=75)

Sample report for Northwind Supply, a demo store we built and set up with common issues.

25 checks, 100 points

## What we score

Six dimensions, each something a shopping agent needs from your store. Every check is worth a fixed number of points, the same for every store.

1. Access 20
2. Discovery 15
3. Product data 25
4. Policies and trust 15
5. Checkout path 15
6. Agent experience 10

### Access

20 points

**Can agents reach your pages?** We check your robots.txt rules for 8 AI agents, whether bot protection turns away an honest crawler, and whether pop-ups or JavaScript hide your products.

- [A1](https://glassaisle.com/methodology#check-A1 "AI agents allowed by robots.txt")
- [A2](https://glassaisle.com/methodology#check-A2 "Honest crawler not blocked")
- [A3](https://glassaisle.com/methodology#check-A3 "Products not hidden behind a wall")
- [A4](https://glassaisle.com/methodology#check-A4 "Product data without JavaScript")

### Discovery

15 points

**Can agents find your products?** Sitemap coverage, your Universal Commerce Protocol profile, and whether your catalog answers an agent's product search.

- [D1](https://glassaisle.com/methodology#check-D1 "Sitemap coverage")
- [D2](https://glassaisle.com/methodology#check-D2 "Agent profile published (UCP)")
- [D3](https://glassaisle.com/methodology#check-D3 "Catalog answers an agent's search")
- [D4](https://glassaisle.com/methodology#check-D4 "llms.txt present and valid")
- [D5](https://glassaisle.com/methodology#check-D5 "Canonical and crawlable product URLs")

### Product data

25 points

**Can agents understand what you sell?** Structured data, variants, price consistency, and whether your product pages answer the questions shoppers ask.

- [P1](https://glassaisle.com/methodology#check-P1 "Product structured data present")
- [P2](https://glassaisle.com/methodology#check-P2 "Recommended product fields")
- [P3](https://glassaisle.com/methodology#check-P3 "Variants modeled")
- [P4](https://glassaisle.com/methodology#check-P4 "Structured data matches the page")
- [P5](https://glassaisle.com/methodology#check-P5 "Product pages answer buyer questions")

### Policies and trust

15 points

**Can agents answer pre-purchase questions?** Shipping and return policies in a form agents can read, and a clear business identity.

- [T1](https://glassaisle.com/methodology#check-T1 "Return policy in structured data")
- [T2](https://glassaisle.com/methodology#check-T2 "Shipping details in structured data")
- [T3](https://glassaisle.com/methodology#check-T3 "Policies answer buyer questions")
- [T4](https://glassaisle.com/methodology#check-T4 "Business identity")

### Checkout path

15 points

**Can an agent get a shopper to checkout?** Agent checkout support, an add-to-cart button agents can operate, cart links and guest checkout.

- [C1](https://glassaisle.com/methodology#check-C1 "Agent checkout advertised")
- [C2](https://glassaisle.com/methodology#check-C2 "Add to cart works for agents")
- [C3](https://glassaisle.com/methodology#check-C3 "Cart link resolves")
- [C4](https://glassaisle.com/methodology#check-C4 "Guest checkout")

### Agent experience

10 points

**How efficiently can agents read your pages?** Page size, an accessible page structure, and a Markdown version of your pages.

- [X2](https://glassaisle.com/methodology#check-X2 "Page size within agent budgets")
- [X3](https://glassaisle.com/methodology#check-X3 "Accessible page structure")
- [X4](https://glassaisle.com/methodology#check-X4 "Markdown on request")

Grades: A is 85 to 100, B is 70 to 84, C is 55 to 69, D is 40 to 54, and F is below 40. [Read the full methodology](https://glassaisle.com/methodology).

One-time prices in USD

## Pricing

Start with the free snapshot. If you want every check and the fixes, your snapshot links to the full report, so you see your score before you pay.

### Free snapshot

$0 free

- Score and grade
- Six dimension scores
- Top 3 findings with evidence
- PDF by email

[Run my free audit ](https://glassaisle.com/audit)

No card needed. Your report arrives by email.

### Full report

$249 one time

- All 25 checks with evidence
- Fixes ranked by impact, with Shopify steps
- A 90-day plan
- Cart and checkout tests with your authorization
- One re-scan within 60 days to confirm your fixes

[Start with a free snapshot ](https://glassaisle.com/audit)

You buy it from your snapshot, after you see your score.

### Full report + competitor benchmark

$449 one time

- Everything in the full report
- Side-by-side scores for up to 3 competitor stores you choose
- Two re-scans within 90 days

[Start with a free snapshot ](https://glassaisle.com/audit)

You buy it from your snapshot, after you see your score.

If a report isn't useful to you, ask for a refund within 14 days of delivery. This applies once per store, and we refund what you paid minus Stripe's processing fee, about $7.52 on the full report with a US card. Reports are one-time purchases, not subscriptions.

8 questions

## Frequently asked questions

Something else? Email [hello@glassaisle.com](mailto:hello@glassaisle.com).

### Is this really AI?

Yes. Software crawls your store and runs 23 checks that are plain measurements, such as reading your robots.txt or comparing your structured data to the visible price. An AI model (Claude, by Anthropic) runs 2 checks that need reading comprehension, such as whether a shopper's question about returns can be answered from your pages. The model must quote the text behind every answer, and answers without a matching quote are dropped. Nobody hand-writes your report.

### What do you crawl?

Up to 40 public URLs: your homepage, robots.txt, sitemap, up to 5 product pages, 2 collection pages, policy and contact pages, /llms.txt and /.well-known/ucp. We load up to 10 of them in a headless browser to take screenshots. We never log in, submit forms or place orders. Our crawler identifies itself as [GlassAisleBot](https://glassaisle.com/bot) and follows your robots.txt.

### Do you store my data?

We keep the pages we fetched, the screenshots and the findings so your report link works and every finding can be checked. Free reports are deleted after 90 days and paid reports after 24 months. We keep your email to send the report. We never sell data. To delete everything now, use the link in your report email or reply "delete".

### Will the audit affect my store?

No. We make about 40 requests over a few minutes, no more than 2 at a time, with at least a second between them. That is lighter than one shopper browsing.

### Does a higher score mean more sales?

Not necessarily, and we won't claim it does. The score measures whether agents can reach and understand your store. Whether an agent recommends you also depends on price, reviews and demand.

### I got a report I didn't ask for. Why?

We audit e-commerce stores from the outside and email the results to a business contact we found through data providers. If you don't want emails from us, use the unsubscribe link or reply "unsubscribe", and we won't contact you again.

### Who runs Glass Aisle?

Glass Aisle is a product of Horizon Digital Ventures, LLC, a Delaware company. Contact: [hello@glassaisle.com](mailto:hello@glassaisle.com).

### Which platforms do you support?

The audit is tuned for Shopify. It runs on any store, but cart link and variant checks are Shopify-only, so other platforms get those checks marked "not applicable" instead of a fail.

## Find out what agents can't read on your store.

Your score, grade and top findings, with the evidence for each one.

This form sends GET https://glassaisle.com/audit with store (Store address).

Free. No login or app install. Report in about 5 minutes.

[Glass Aisle](https://glassaisle.com/)

Glass Aisle audits how well AI shopping agents can find, understand and buy from your Shopify store, and shows you the evidence.

[Run my free audit ](https://glassaisle.com/audit)

- [How it works](https://glassaisle.com/#how)
- [Sample report](https://glassaisle.com/#sample)
- [Pricing](https://glassaisle.com/pricing)
- [FAQ](https://glassaisle.com/#faq)
- [Methodology](https://glassaisle.com/methodology)
- [Checklist](https://glassaisle.com/checks)
- [GlassAisleBot](https://glassaisle.com/bot)
- [Privacy](https://glassaisle.com/privacy)
- [Terms](https://glassaisle.com/terms)
- [Delete your data](https://glassaisle.com/delete)
- [About](https://glassaisle.com/about)
- [Contact](https://glassaisle.com/contact)
- [hello@glassaisle.com](mailto:hello@glassaisle.com)

Glass Aisle is a product of Horizon Digital Ventures, LLC.