Frequently asked questions
What Entitled does, what it will not claim, and what happens to your data. If something here is unclear, that is a bug in the answer.
What Entitled does
What does Entitled do?
Entitled is a Shopify app that scores every product in your catalog against the product data rules AI shopping surfaces publish, explains why each product fails, rewrites the weak titles and meta descriptions with AI you approve, and applies the changes in bulk to native Shopify SEO fields.
How is it different from a normal SEO app?
Most Shopify SEO apps optimise for a ranked list of blue links. Entitled optimises the product data that AI shopping surfaces ingest directly, and it never applies an AI rewrite without your approval. Every change is snapshotted so you can undo it.
Does it use AI to rewrite my products automatically?
Not automatically. AI proposes a rewrite grounded in that product's own vendor, type, price and variant data. You see a before-and-after diff, you approve or edit it, and only then does Entitled apply it. There is no autopilot mode.
What is the AI-Readiness Score?
A deterministic grade from 0 to 100 for every product, computed from rules like title length, attribute completeness, brand presence and description substance. It uses no AI, costs nothing to run, and every point is traceable to a named rule you can click into.
Can I try it without installing?
Yes. The interactive demo runs the whole loop on a sample catalog in your browser, including scoring, AI rewrites, approval and undo. Nothing connects to a store.
Safety and data
What happens to my titles if I uninstall Entitled?
They stay exactly as they are. Entitled writes to native Shopify SEO fields rather than storing your content in the app, so uninstalling does not revert or remove anything. This is deliberate: hostage pricing is the most common complaint in this app category.
Can I undo a change?
Yes. Every apply snapshots the previous values before writing, and a one-click undo restores them. You do not need to take a backup first, and you are not asked to accept responsibility for restoring your own data.
Does Entitled require an app embed or theme code?
No. It writes to native Shopify fields through the API. Nothing is injected into your theme, so there is no leftover code to clean up and no risk to your storefront if the app is removed.
Will bulk changes break my existing Google rankings?
Adding accurate attributes to thin titles generally helps rather than hurts. The real risk with any bulk tool is applying something you did not review, which is why approval is mandatory and undo is one click.
AI visibility, honestly
Can Entitled get my store recommended by ChatGPT?
No, and neither can anything else. Placement in organic AI product recommendations is not for sale. Entitled makes your product data complete and readable, submits changes to the indexes that accept submissions, and measures how often assistants mention you. That is the whole claim.
How does Entitled measure AI visibility?
By sampling. A fixed set of buyer-intent prompts for your category is run weekly across ChatGPT, Perplexity and Claude, and Entitled reports how many of those answers mentioned your store. It is a directional mention rate with the sample size attached, not a rank.
Does Entitled generate an llms.txt file?
No, deliberately. Google says it ignores such files, Ahrefs found 97% of published llms.txt files received zero requests, and Shopify already serves one by default on hosted storefronts. Building it would be selling you something you have.
Does IndexNow submission help with Google?
No. IndexNow is supported by Bing, Naver, Seznam.cz, Yandex and Yep. Google does not participate. The value is faster propagation into Bing's index, which feeds some AI retrieval, plus a timestamped record of every change.
Plans and billing
How much does Entitled cost?
The AI-Readiness Score, rule explanations and channel checklist are free forever. Pro is $6 a month and includes 500 AI generations, the full template engine with dynamic variables, daily re-apply, auto-apply on new products and IndexNow submission.
What counts as an AI generation?
One AI-drafted rewrite for one product. Reviewing, editing, approving, applying and undoing cost nothing. Scoring your catalog costs nothing, because scoring is deterministic and never calls a model.
Is there a free tier that stays useful?
Yes. The score keeps updating forever, including on newly created products, so you can use Entitled purely as a monitor without paying. The paid tier is for fixing at volume rather than for finding out.
Still deciding?
The demo runs the whole loop on sample data, with no install and no store connection.
Try the interactive demo