Lighthouse Report
10 products · 29 queries · Shopify Catalog + AI Apps · US · USD · June 26, 2026
Visibility Index
Competitive
A Lighthouse score blending top-10 and top-50 coverage with rank strength — for tracking your own progress, not a Shopify ranking.
www.dandelionchocolate.com appears in Shopify's Global Catalog for 21 of 29 (72%) measured searches and reaches the top 10 for 17 of 29 (59%). It is absent for 8 of 29, with barandcocoa.com outranking it on 5 of 29 searches. The most useful next step is to address the priority fixes backed by the query evidence below.
Observations from US, USD. Not a Shopify ranking guarantee.
59%
Top 10 visibility
17 of 29 queries
72%
Top 50 visibility
21 of 29 queries
0.37
Rank strength
Mean reciprocal rank
8 / 29
Queries absent
Not found in top 50
33/100
AI App Visibility
20 of 20 observations
40%
AI top 10
Completed provider prompts
100%
Provider availability
Completed / expected
8 missed searches
Demand is going to rivals like barandcocoa.com. 1 products never appear.
2 wrong-product matches
Your store already ranks here — Shopify just shows a sibling product. 8 products have specific fixes.
17 top-10 placements
Single-Origin Truffle Collection reaches #1. The model works — it just needs coverage.
Where you win
17 top-10 searcheschocolate granola
Categorychocolate gateau basque
Categoryhot chocolate mix large
Category70% dark chocolate gift set
Attributeblack sesame toffee brittle
CategoryMissed demand
8 absent searcheseaster gift box of chocolates
Category#1 today: compartes.com — Assorted Easter Chocolates Gift Box - World's Best Chocolate
chocolate gift with gifting option
Constraint#1 today: chocolate.com — Create Your Gift Box
fleur de sel caramels
Attribute#1 today: jonboycaramels.com — Fleur de Sel Caramels - 1 lb.
fudgy chocolate dessert
Attribute#1 today: cherrypick.city — Fudge Brownies
easter candy gift
Use case#1 today: exclusiveinventorysolutions.com — Gift Box Garden | Easter Candy & Chocolate Gift Box | Includes Marshmallow Chicks, Candy Corn & Foil Wrapped Chocolate Eggs | Festive Bunny Basket Treat Assortment
Rank distribution
How many queries land in each position range
Coverage breakdown
Query distribution by depth
Visibility by intent type
Share of queries where the merchant appeared, grouped by shopper intent
66%
Target product coverage
Queries where the intended product appeared
899
Rival sellers seen
Distinct Shopify merchants in your results
1
Invisible products
Selected products with zero appearances
11
Recommendations
Catalog improvement suggestions
About this report
Results are observations from US, USD. Shopify may change search results over time. The application does not know Shopify's internal ranking algorithm and does not claim recommendations guarantee rank improvement.
Product selection uses public storefront signals — best-selling collection placement first, then featured collections, homepage placement, and sitemap coverage. Gift cards are excluded. The app stores only derived visibility observations; it does not download product images or replicate Global Catalog.