Subcategory · AI Citation Index
Marketing Analytics
Attribution and Google Analytics 4 lead AI shortlists at 63% and 62%, while Salesforce and Mixpanel score highest in head-to-head evaluations.
173 discovery queries · 305 head-to-heads · refreshed Aug 19, 2026
Discovery stage
The shortlist
Across 173 buyer-style "Marketing Analytics" queries
Attribution appears in 109 of 173 prompts (63% shortlist rate), narrowly ahead of Google Analytics 4 (62%) and Mixpanel (60%). Salesforce shows up twice in the top ten — once as Marketing Cloud, once as the core platform — reflecting its dual positioning. Adobe and HubSpot appear across 79 and 101 prompts respectively, despite missing unCited vendor scores.
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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 4/100
HubSpot and Adobe tie at 53 average evaluation score across 30 head-to-head queries, with Google Analytics 4, Attribution, and Mixpanel close behind at 51. Salesforce Marketing Cloud trails at 46 across 26 comparisons. The median evaluation score sits at 4, indicating most brands in the 242-vendor pool receive minimal comparative mentions.
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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
Category scores spiked to 67 in April 2026 (25 samples), collapsed to 20 in May (36 samples), then recovered to 38 in June. Sample sizes drop sharply in July (2) and August (5), making recent data unreliable. Sprinklr Marketing rose 14 points; Microsoft Clarity fell 16.
Brands to know
In this category
Mixpanel
Lands in 60% of AI shortlists and ties for third in evaluation quality (51), combining event-stream analytics with product-usage tracking. Five-model diversity confirms cross-LLM consensus.
Read brand profile →Salesforce
Marketing Cloud scores 78 in unCited citation strength and appears in 51% of shortlists, though its evaluation average (46) lags Adobe and HubSpot by seven points. Dual presence as 'Salesforce' and 'Marketing Cloud' fragments its visibility.
Read brand profile →Heap
Reaches 19% of shortlists with a 66 citation score, positioning as the autocapture alternative to manual event tracking. Five-model coverage suggests niche but stable mindshare.
Read brand profile →Sprinklr Marketing
Rose 14 points month-over-month — the sharpest climb in the category — and holds a 72 citation score. Enterprise social-media roots now extend into unified campaign measurement.
Read brand profile →Attribution
Tops shortlist frequency (63%) despite a citation score of only 14, signaling high discoverability but shallow comparative depth. Appears in 387 total mentions across 173 prompts.
Read brand profile →Citation sources
Where AI pulls citations from
708 citations captured across Marketing Analytics prompt runs.
Vendor pages
361Product, help, and marketing pages from tracked vendors
Independent sources
178Reviews, encyclopedias, forums, press — not vendor-owned
Buyer questions
What AI cites for top Marketing Analytics 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
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