Subcategory · AI Citation Index
E-commerce Platforms
BigCommerce and WooCommerce lead shortlists, but Commerce Components by Shopify and HubSpot Commerce Hub score highest on performance.
181 discovery queries · 215 head-to-heads · refreshed Jun 8, 2026
Discovery stage
The shortlist
Across 181 buyer-style "E-commerce Platforms" queries
BigCommerce appears in 85 of 181 prompts (47% shortlist rate), edging out WooCommerce (45%) in AI recommendations. Salesforce Commerce Cloud and Netsuite each clear 28% shortlist rates, while Commerce Components by Shopify lands in 27% despite a higher evaluation score. Four models consistently surface all top-10 brands, indicating tight consensus across LLMs.
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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 5/100
Shopify and BigCommerce tie at 45-point average evaluation scores across 29 head-to-head queries each, with Salesforce Commerce Cloud close at 43 across 28 comparisons. WooCommerce trails at 38 despite its high shortlist frequency. The category median sits at just 5 points, revealing a steep drop-off beyond the top tier.
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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
Commerce Components by Shopify
Scores 77—highest in the category—but appears in only 27% of shortlists, suggesting LLMs flag it for specific use cases rather than general e-commerce builds. Four models cite it consistently.
Read brand profile →HubSpot Commerce Hub
Scores 74 without breaking the top-10 shortlist, signaling strong performance in niche CRM-integrated commerce scenarios. Likely recommended when buyers already run HubSpot CRM or Marketing Hub.
Read brand profile →Bloomreach
Gained 5 points month-over-month—the category's sole rising brand—and scores 63. Position suggests growing AI recognition for headless commerce and personalization tooling.
Read brand profile →Netsuite
Ties Bloomreach at 63 and holds 28% shortlist rate, fourth overall. Oracle's ERP-rooted platform captures enterprise queries where integrated financials matter more than storefront agility.
Read brand profile →BigCommerce
Leads shortlists at 47% but scores only 40, the lowest among featured brands. High citation frequency with middling evaluation suggests LLMs treat it as a safe, mid-market default rather than a technical standout.
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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