Subcategory · AI Citation Index
Marketing Automation
HubSpot dominates shortlists at 66% while 376 brands fragment a category with wildly inconsistent AI evaluation scores.
212 discovery queries · 321 head-to-heads · refreshed Oct 2, 2026
Discovery stage
The shortlist
Across 212 buyer-style "Marketing Automation" queries
HubSpot appears in 140 of 212 prompts (66% shortlist rate) across 4 models, with 454 total mentions. Activecampaign (54%), Klaviyo (51%), and Marketo (55% across 5 models) cluster behind, while Attribution appears in 117 prompts but scores only 14 — suggesting AI models cite it without endorsement. Pardot reaches 104 prompts despite a weak 38 score.
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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.
Evaluation stage
Head-to-head
How often AI cites each brand across uniform category evaluation prompts · median 3/100
Head-to-head comparisons show razor-thin separation: Hubspot and HubSpot Marketing Hub average 50 across 30 queries, Activecampaign 48 across 29, then Marketo, Salesforce Marketing Cloud, Klaviyo, Pardot, and Mailchimp all tie at 47. The category median sits at 3, exposing a long tail of 376 brands with near-zero traction. Model consensus is absent.
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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
Monthly scores swing from 9 (Sept, 25 samples) to 73 (July, 6 samples), rendering trend analysis unreliable. Acoustic rose 27 points month-over-month; Accelevents dropped 16. Sample sizes below 30 in six of eight months indicate insufficient data for pattern detection.
Brands to know
In this category
HubSpot
Appears in two-thirds of all shortlists with a 74 score and 454 mentions. The category anchor, favored across four model families for integrated CRM and campaign tools.
Read brand profile →Salesforce
Highest score at 78 with 52% shortlist rate and 310 mentions. Marketing Cloud's enterprise positioning and Pardot acquisition give it dual footholds in the data.
Read brand profile →Marketo
Reaches 55% of prompts across five models with 344 mentions but scores only 63. Adobe's acquisition hasn't erased its standalone brand gravity in AI training corpora.
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