Better product stories.
Merch turns confirmed facts into exact product copy you can review, approve, publish, verify, and undo.
Walk through store confirmation, catalog import, priority products, competitors, market selection, and Merch’s first action plan.
Shopify is the automatic source for Harbor House Shopify. 3 products were retained on its last successful sync.
2 observed head-to-head losses across 2 dated prompts.
Fictional end-to-end proof
One product FAQ moved from retained catalog facts to approval, exact read-back, and rollback readiness.No live store is connected and this page cannot trigger a write.GEO Commerce
See whether AI shopping systems can understand your catalog, which SKUs appear in shopping results, who controls the checkout opportunity, what product facts are wrong or missing, and whether AI-shopping traffic produces revenue.
Your next best step
GEO keeps the original finding, the approved change, the verification receipt, and later observations together without claiming causation.
See monitoring evidence →Open one section at a time. Your data and controls stay in place; this menu only makes the workspace easier to navigate.
Priorities, previews, and approvals

Stock checks for useful missing details. Merch turns confirmed facts into clearer descriptions or buyer FAQs. You review the actual copy before anything changes.
Merch can turn supplied product facts into buyer-ready questions without inventing claims. Confirm they are current and apply to this whole product page.
Confirm missing facts, then let Quill prepare the copy.
Tote Bags
Canvas
Large
Not supplied as a product-level catalog field. It may already be on the page; confirm before adding it.
Leave unknown details blank. These facts must apply to the entire product page, including all variants where applicable. Your changes here prepare copy; they do not edit store attributes.
Frequently asked questions about Palm Market Tote What is Palm Market Tote made from? Canvas What size or fit information is listed for Palm Market Tote? Large
<p>Structured everyday tote with reinforced handles.</p>
<p>Structured everyday tote with reinforced handles.</p> <!-- this-is-geo:quill-faq:start --> <section class="this-is-geo-product-faq" data-this-is-geo="quill-product-faq"> <h2>Frequently asked questions about Palm Market Tote</h2> <h3>What is Palm Market Tote made from?</h3> <p>Canvas</p> <h3>What size or fit information is listed for Palm Market Tote?</h3> <p>Large</p> </section> <!-- this-is-geo:quill-faq:end -->
Confirm useful product facts before Merch drafts an FAQ. Stock can show what is missing.
Confirm missing facts, then let Quill prepare the copy.
Travel Accessories
Not supplied as a product-level catalog field. It may already be on the page; confirm before adding it.
Not supplied as a product-level catalog field. It may already be on the page; confirm before adding it.
Not supplied as a product-level catalog field. It may already be on the page; confirm before adding it.
Not supplied as a product-level catalog field. It may already be on the page; confirm before adding it.
Leave unknown details blank. These facts must apply to the entire product page, including all variants where applicable. Your changes here prepare copy; they do not edit store attributes.
The retained product already includes FAQ or Q&A content.
Confirm missing facts, then let Quill prepare the copy.
Travel Bags
Recycled nylon
22 in
Not supplied as a product-level catalog field. It may already be on the page; confirm before adding it.
Leave unknown details blank. These facts must apply to the entire product page, including all variants where applicable. Your changes here prepare copy; they do not edit store attributes.
Recycled nylon
22 in
Stock identifies relevant gaps and Merch drafts only from retained or owner-confirmed product facts. This fictional record illustrates a completed approved write and Proof’s exact read-back; the public demo itself cannot connect a store, approve a change, or write product content.
This fictional receipt demonstrates the exact approval, one-write, provider read-back, and rollback contract. It is not a real-store acceptance result.
Protected fields: title, handle or slug, price, inventory, availability, variants, images, orders, customers, checkout, theme, apps, settings.
Every approved change receives a production read-back receipt and a conflict-safe undo package. GEO never claims that publishing content caused an AI-search result.
Why this matters: Stock identifies relevant information gaps. Merch turns confirmed product facts and buyer questions into exact product-page or FAQ changes you can review before approval.

Why this matters: Incorrect product facts can create buyer friction and send the purchase to another merchant.
Proof: Verify the price in the product feed and PDP, then re-check the same shopping prompt.Why this matters: Buyer-ready questions make verified product facts easier to retrieve and reuse in conversational shopping answers.
Merch: Open Merch, review the fact-grounded FAQ, and approve the exact product change.Why this matters: Buyer-ready questions make verified product facts easier to retrieve and reuse in conversational shopping answers.
Merch: Open Merch, review the fact-grounded FAQ, and approve the exact product change.Why this matters: Geo turns product-level gaps into a short queue so your team knows which SKU to fix first and which specialist owns the work.

Latest import: Shopify · harbor-house-demo.myshopify.com · 3 products · Aug 20, 2026
Why this matters: Link checks whether each SKU has the stable identity, product facts, imagery, price, availability, identifiers, and conversational attributes AI shopping systems can use.
Catalog readiness checks only the product data supplied to GEO. Passing a feed check does not guarantee inclusion, ranking, recommendation, indexing, or checkout placement in any AI shopping surface.

Why this matters: Scout uses the catalog and PDP URLs to identify products that still need technical/schema/crawl checks before we call them commerce-ready.
A product URL in the catalog is not treated as crawled, indexed, or retrievable until Scout has retained evidence for that exact page.

Why this matters: Echo shows which products appear in dated commerce-intent checks and, only when the retained surface supports it, which shopping prompts triggered product results or exposed a merchant route.
Commerce observations describe retained, dated checks only. Provider web-search product appearances and returned-source positions are kept separate from shopping placement. They do not claim consumer-wide rank, stable placement, or causal revenue impact. Missing observations remain unavailable rather than zero.

2 headline offers · 3 total offers
0 headline offers · 1 total offer
Products appearing beside you
Why this matters: Being recommended is only part of the sale. The merchant shown as the primary buy option can determine where the shopper clicks next.

Why this matters: Proof connects recognized AI-shopping referrals to the business outcomes your analytics actually records. Attribution is reported without claiming an earlier AI recommendation caused the sale.
Demo data illustrates first-party AI-referral attribution. It does not claim that an earlier recommendation caused the purchase.
How GEO Commerce measures
Demo readiness checks use current merchant-feed fields and dated shopping observations. Feed readiness does not guarantee ChatGPT Shopping placement.
Demo Google readiness uses Merchant-compatible product data and dated observed shopping evidence. Missing evidence remains unavailable rather than zero.
Amazon Rufus is shown as an observational future surface until an authorized, defensible measurement path is available.
Walmart Sparky is shown as an observational future surface until an authorized, defensible measurement path is available.
Use Skills Lab to turn catalog and product-page gaps into clear, reviewable work for your AI tool, store team, or developer.




Your Skills Lab crewHelpful when you want to do the work—or hand it off clearly.