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AI readiness scanners compared: choose the check your Shopify store needs
A technical score, a catalog audit and a recorded AI answer tell you different things. Compare the documented scope of Shopify, Craftshift, AI Catalog Score, Verity Score and StoreKnows, then ask for evidence on your own question.
Updated 5 min read
Choose an AI readiness tool by the decision it helps you make for your Shopify store. If your question is “Does the product page expose the selected variant correctly?”, ask for the inspected page and data. If it is “Why did an assistant recommend the wrong replacement part?”, ask for the actual answer and the reference used to judge it.
Both are useful investigations. They need different evidence.
Start with the job
Scroll sideways for columns out of view. Keyboard: focus the table and use the Left and Right arrow keys.
| Your immediate question | Evidence to request |
|---|---|
| Is important product data present in this page? | URL, inspected markup or rendered content, timestamp and the rule that failed |
| Which catalog records need work? | Product-level findings, field coverage and a prioritization rule your team can inspect |
| Does my product appear for these shopping queries? | Exact queries, provider/client, dates, responses and how mentions are counted |
| Is this product answer supported by our facts? | Exact question and variant, answer, dated reference, available retrieval evidence and a reviewable judgment |
| Did a change help? | Comparable before/after records, including unchanged, worse and unresolved results |
These are questions to put to a vendor, not a mandatory sequence of purchases. You may only need to correct a source field and check it again.
What the current product pages describe
The public product pages below were checked on 2 October 2026. We have not installed and tested these products side by side. A missing detail in a public page means it needs checking; it does not prove the product lacks that capability.
Scroll sideways for columns out of view. Keyboard: focus the table and use the Left and Right arrow keys.
| Tool | Documented focus | What to establish in your evaluation |
|---|---|---|
| Shopify product-page audit | Structured data on a submitted product page | Which page/variant was inspected, the evidence for each finding and what the score covers |
| Craftshift AI readiness checker | Structured-data, robots.txt and discovery-file checks | Whether the flagged item affects your intended route and warrants a change |
| AI Catalog Score | Catalog scoring, proposed content/data changes and AI visibility monitoring | Coverage of your catalog, changes requiring approval, and records supporting any claimed outcome |
| Verity Score | Product-page audits, product/buyer-answer checks, prompt tracking with retained answers and sources, approval-gated content/data fixes, and AI traffic monitoring, as advertised by the vendor | A sample report, model/client details, retained answers and sources, change approval, and how traffic and orders are attributed |
| StoreKnows | Simulated product-question checks and evaluation of supported website-tool proposals | Whether your question has usable source facts and a supported browser route, and whether a proposed intervention adds value |
Verity now advertises a broader workflow than a technical audit alone: ongoing prompt tracking, retained answers and sources, approved articles and product-page fixes, and traffic tracking through to orders. Ask how each is implemented in the plan you are considering. We have not verified those advertised results.
This is a scope guide, not a ranking. Vendor descriptions do not establish comparative accuracy, revenue impact or exclusive features. Check the current plan, permissions, coverage, cancellation terms and actual charge before committing; this article does not reproduce a price comparison.
Check Shopify’s native options first
If the problem is the source of a catalog title, description or category, review Shopify Catalog Mapping. It supports selected custom data sources. Do not assume a fact is invisible just because it lives in a metafield.
For store-policy answers, Shopify Knowledge Base lets you review generated facts and create or customize FAQs. It is a sensible place to examine shipping or returns information before adding another system.
Shopify also provides default agent discovery URLs. Its product-discovery documentation separates those files, open-web crawling and Catalog distribution. Buying a file generator or changing crawler rules should follow a verified need; a scanner warning alone is not proof that your products cannot reach an AI channel.
Give each candidate the same acceptance questions
Bring one product question you care about. For example, illustrative only: “Which replacement blade lists compatibility with this exact saw model?” Identify the maintained product record you would use to review the answer.
Then ask:
- What did you test? A public page, an installed catalog, a server-side integration, an API simulation or a named consumer app?
- What can I inspect? The exact question, answer, product identity, reference date and any source or tool responses retained.
- What does the grade mean? How are partial answers, conflicting references, failures and unavailable data handled?
- What would change? Product copy, mappings, structured data or additional website tools? Who approves and maintains it?
- How will we judge the next result? Keep the question and relevant conditions comparable; retain flat and worse outcomes too.
A tool can be useful without answering all five. Its limits should match the job you are paying it to do.
When StoreKnows is worth investigating
StoreKnows is most relevant to a bounded product-answer investigation: you maintain the deciding facts, can review the answer, and want to assess a supported intervention for a compatible agent using website tools. Shopify documents that these tools operate in the shopper’s browser; that is different from catalog distribution or brand-visibility tracking.
A simulated result does not establish what a consumer assistant tells every shopper. Making an additional tool available does not ensure an agent uses it. StoreKnows uses saved product data for its proposed tools, so it should not be selected as a live inventory synchronization service.
If the native route already answers the important question well, there may be no reason to publish anything extra. If the source facts are missing or unreliable, fix those first.
See how the StoreKnows check works and prepare one question for evaluation. StoreKnows is available on the Shopify App Store when you want to run the free check.
Updated 2 October 2026: rechecked public product descriptions and expanded Verity’s advertised scope. Original correction, 13 September 2026: replaced unsupported competitor capability exclusions, prices and benchmark-led recommendations with current documented scopes and a practical evaluation method. This article is published by StoreKnows; it is not an independent product test. StoreKnows is independently developed and not affiliated with, endorsed by or sponsored by Shopify or the other vendors named here.
Choose evidence for your actual question
Read what a useful answer comparison needs to retain before treating a score or a tool list as proof.
Read the comparison methodQuestions this article answers
- Which AI readiness scanner should I use for my Shopify store?
- Start with the question you need answered. A page audit can help investigate markup; a catalog audit can help prioritize product-data work. To investigate a disputed product answer, ask for the exact question, answer, reference and test configuration. A single readiness score cannot substitute for all three.
- Does a high readiness score prove AI gives correct product answers?
- It establishes only what that tool checked. Ask to see the underlying evidence and scoring rules. A correct answer in one recorded simulation also does not establish correct answers across consumer assistants.
- Do I need an app to add Shopify's default agent discovery files?
- Shopify documents native agents.md, llms.txt and llms-full.txt discovery URLs. Check what your store serves before adding an app just to generate them. These files are separate from Shopify Catalog.