Lighthouse Report

www.dandelionchocolate.com

10 products · 29 queries · Shopify Catalog + AI Apps · US · USD · June 26, 2026

Visibility Index

57/100

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

34/100

AI App Visibility

10 of 10 observations

40%

AI top 10

Completed provider prompts

100%

Provider availability

Completed / expected

Biggest risk

8 missed searches

Demand is going to rivals like barandcocoa.com. 1 products never appear.

Fastest wins

2 wrong-product matches

Your store already ranks here — Shopify just shows a sibling product. 8 products have specific fixes.

Strongest proof

17 top-10 placements

Single-Origin Truffle Collection reaches #1. The model works — it just needs coverage.

Where you win

17 top-10 searches

chocolate granola

Category

chocolate gateau basque

Category

hot chocolate mix large

Category

70% dark chocolate gift set

Attribute

black sesame toffee brittle

Category

Missed demand

8 absent searches

easter 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

72%top 50

Top 1017

Top 11–504

Not found8

Visibility by intent type

Share of queries where the merchant appeared, grouped by shopper intent

Category

8/9

Constraint

weak0/1

Attribute

9/11

Use case

4/8

66%

Target product coverage

Queries where the intended product appeared

899

Rival sellers seen

Distinct Shopify merchants in your results

Invisible products

Selected products with zero appearances

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.