Subcategory · AI Citation Index
E-commerce Platforms
Shopify and BigCommerce anchor AI shortlists, but evaluation scores show a tight three-way race at the top with Salesforce Commerce Cloud.
181 discovery queries · 189 head-to-heads · refreshed Oct 7, 2026
Discovery stage
The shortlist
Across 181 buyer-style "E-commerce Platforms" queries
Commerce Components by Shopify appears on 121 of 181 prompts (67% shortlist rate), followed by BigCommerce at 115 (64%) and WooCommerce at 112 (62%). Salesforce Commerce Cloud and Netsuite round out the consensus with 70 and 51 appearances respectively, while commercetools registers 45 mentions across all four major models. The 303-brand field fragments sharply after the top tier, with only 49 brands achieving consensus status.
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Signal by intent
By topic
Top 5 most-cited brands per intent cluster. Brands with zero citations in a topic are not shown.
ShopifyShopify POSShopifyShopifyShopifyShopifyShopifyShopify POSShopifyShopifyEvaluation stage
Head-to-head
How often AI cites each brand across uniform category evaluation prompts · median 3/100
Head-to-head queries place Shopify and BigCommerce tied at an average evaluation score of 45 across 29 comparison queries each, with Salesforce Commerce Cloud close behind at 43 across 28 queries. WooCommerce scores 38 in 25 comparisons, while commercetools (28 in 18 queries) and Netsuite (26 in 17) trail the leaders. The median evaluation score across all brands sits at just 3, underscoring the dominance of the top six platforms.
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Each brand's score is the share of category evaluation prompts where AI cited them across all four engines — the same prompt pool for every brand. Brands above the median citation rate have stronger presence in evaluation-stage queries.
Trends
Over the last 12 months
Average category scores dropped from 69 in April 2026 to 5 in October across eight months of data, though sample sizes vary widely (6 to 33 queries per month). Bloomreach climbed 5 points to earn a rising designation, while Paddle fell 35 points over the measurement window.
Brands to know
In this category
Commerce Components by Shopify
Scores 77 and dominates shortlists with a 67% appearance rate across 181 prompts. Ties for first in head-to-head evaluations at 45 average score across 29 comparison queries.
Read brand profile →HubSpot Commerce Hub
Scores 74 as a featured candidate despite minimal shortlist presence. Signals AI models favor the integrated CRM-commerce play for specific use cases outside general platform queries.
Read brand profile →BigCommerce
Appears on 115 of 181 prompts (64% shortlist rate) and ties Shopify at 45 in evaluation queries. Score of 40 reflects measured AI sentiment despite strong shortlist positioning.
Read brand profile →Netsuite
Scores 63 with 51 shortlist appearances (28% rate). Averages 26 in evaluation queries, positioning as the enterprise ERP-commerce hybrid in AI recommendations.
Read brand profile →Bloomreach
Scores 63 and leads the rising list with a 5-point gain. The composable commerce and personalization angle appears to be gaining traction in AI model training data.
Read brand profile →Citation sources
Where AI pulls citations from
651 citations captured across E-commerce Platforms prompt runs.
Vendor pages
152Product, help, and marketing pages from tracked vendors
Independent sources
136Reviews, encyclopedias, forums, press — not vendor-owned
Buyer questions
What AI cites for top E-commerce Platforms questions
Most-cited prompts across the buyer journey. Click any prompt to see the actual URLs AI engines link to.
Discovery
Buyers exploring the categoryEvaluation
Buyers comparing options- Top 10 CRM for Ecommerce in 2025: Choose Wiselyloadstone.io
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