Updated on 15 October 2026.
For an online store, an AI visibility tool should help distinguish a retailer mention from a product recommendation and a specific variant. Semly combines answer analysis with catalogue context and content work; these are separate from shopping-platform submission.
Compare tasks before comparing product names
An e-commerce team may need to observe answers, investigate sources, maintain product data or prepare revisions. A single label such as “GEO platform” does not show which task a subscription covers. Start with the decision your team needs to make and the deliverable that would support it.
The public product pages describe different areas of emphasis. Peec AI presents brand visibility, competitors, sources and recommended actions. Profound describes analysis, content workflows and a Shopping area. OtterlyAI describes monitoring and optimisation features. Semly describes monitoring, product catalogue input and content preparation. These are vendor descriptions, not a comparative test or evidence that one tool produces better recommendations.
For a shortlist, ask each provider to demonstrate your required workflow and confirm its current package. A feature on a product page is not proof that it is included in every plan. Avoid comparing one vendor's basic subscription against another vendor's complete enterprise scope.
Separate retailer, brand, product and variant
A response can recommend a shop as a place to buy, mention a manufacturer or describe a model sold by several retailers. Those are different observations. A product-family name also does not establish that a particular capacity, size or accessory package was recommended.
Read the full answer before assigning product relevance. If the version cannot be identified, record that uncertainty. Do not extend one model recommendation to every SKU in the catalogue. A useful analysis must preserve what the answer actually says, rather than fill in missing product details.
What Semly uses a product catalogue for
Semly's documentation supports importing products through a Google Shopping XML file or available integrations. The input helps the platform understand the offer and relate it to questions and content recommendations. Importing a feed into Semly is distinct from submitting products to an AI provider's shopping service.
Use the product-file URL rather than the store homepage. Check valid XML and encoding. Keep any access credentials out of articles and public support material; configure the connection through its appropriate channel. Importing on a schedule cannot correct an inaccurate source catalogue.
| Data area | What to verify |
|---|---|
| Name and identifier | The feed and landing page describe the same model. |
| Variant | Capacity, size and included equipment refer to the selected version. |
| Description and category | The use case is clear and claims follow the specification. |
| Price and availability | The data matches the current offer for the intended market. |
| Destination URL | The address leads to the correct product and variant. |
A catalogue problem that an extra article would not solve
Example data prepared only to explain the method: a store sells a desk lamp in a basic version and a version with a charging port. The feed distinguishes them, but the shared product page uses a single description. A buyer cannot tell which selection includes charging.
First confirm both specifications. Then clarify the difference on the existing product page and connect the explanation to the variant selector. A guide to setting up a desk might serve a separate research need later, but it cannot replace accurate product information. Creating a new article for every small accessory combination would fragment the same buying question.
Check the export after correcting the page. If the public description and feed disagree, the analytics platform still receives inconsistent context. The acceptance criterion is consistency between version, description and export. This example is a procedure, rather than a completed test or a claimed visibility improvement.
From an observed question to the appropriate change
Choose a buying need genuinely served by the offer. Inspect the full AI answer and the linked source pages. Decide whether the gap belongs in a specification, category page, service condition or independent guide. Content format should follow the missing customer answer.
Semly provides monitoring, recommendations and content functionality, with scope varying by plan. Saving a generated draft does not update the store. Product import, editorial approval and CMS publication are separate operations. Assign an owner and a checkable outcome to each.
What to confirm before subscribing
Specify the market, language, important categories and AI systems to monitor. Verify current availability instead of relying on an older article's model list. Check question and content allowances, product-analysis scope and Leon access separately. A small catalogue with complex variants can require more careful interpretation than a large catalogue with simple products.
Check connections against the intended task. A catalogue integration is not necessarily the publishing connection. Establish where copy will be saved, who confirms product facts and which permissions are needed. Confirm unclear requirements before purchase, rather than assuming the platform manages the entire shop.
Troubleshoot at the right level
A missing imported product calls for checking file access, identifiers and format. An ambiguous version calls for checking naming and the public specification. An incorrect delivery condition calls for checking the delivery page and the cited source. These are different repairs; another broad article may address none of them.
Semly does not replace inventory management, the commerce platform or the seller's responsibility for the offer. Its role is to support analysis and content work. Assess that work through accurate data and clearer buying decisions. Later AI-answer changes need their own observation, rather than a promise attached to the publication format.
