Subcategory · AI Citation Index
E-commerce Platforms
BigCommerce and WooCommerce dominate shortlists; Shopify and BigCommerce lead evaluations at 45/100; monthly scores swing from 28 to 69.
181 discovery queries · 218 head-to-heads · refreshed Jul 21, 2026
Discovery stage
The shortlist
Across 181 buyer-style "E-commerce Platforms" queries
BigCommerce appears in 47% of AI shortlists (85 of 181 prompts), followed closely by WooCommerce at 45%. Salesforce Commerce Cloud and Netsuite each crack 28%, while Commerce Components by Shopify reaches 27% despite 164 total mentions. The 264-brand field fragments heavily—48 brands achieve consensus mention, but only five cross 40% shortlist rates.
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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.
ShopifyEvaluation stage
Head-to-head
How often AI cites each brand across uniform category evaluation prompts · median 3/100
Shopify and BigCommerce tie at 45/100 in head-to-head comparisons (29 queries each), with Salesforce Commerce Cloud at 43 across 28 queries. WooCommerce drops to 38 despite its high shortlist rate, and commercetools sits at 28 across 18 comparisons. The category median of 3/100 signals AI models struggle to differentiate most platforms in evaluative contexts.
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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.
Brands to know
In this category
HubSpot Commerce Hub
Scores 78/100—the highest featured candidate—signaling strong AI model preference in direct comparisons. HubSpot's CRM integration likely drives this edge in evaluation contexts.
Read brand profile →Commerce Components by Shopify
Scores 77 and racks up 164 mentions across 48 shortlist appearances (27% rate). Shopify's headless API play reaches AI responses even when core Shopify platform does not.
Read brand profile →Bloomreach
Scored 63 and posted a +5 delta as the category's rising brand. Composable commerce positioning and recent product velocity appear to be breaking through in model training.
Read brand profile →Netsuite
Scores 63 with a 28% shortlist rate (51 of 181 prompts) but only 26/100 in evaluations. Oracle's ERP-commerce bundle gets cited often, evaluated poorly.
Read brand profile →Square
Scores 61 with an 18% shortlist rate and 61 mentions. Block's SMB footprint and offline-online hybrid keeps it in AI recommendations for small-scale deployments.
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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