Subcategory · AI Citation Index
Marketing Analytics
Marketing analytics is fragmented at discovery but consolidates around two consensus picks when buyers compare head-to-head. Attribution shows up in 100% of discovery queries on all five engines — the widest AI footprint in the category. Mixpanel trails by a step in discovery share but wins more head-to-head comparisons than it loses, topping evaluation scores at 79. Salesforce is the other consensus pick, surfacing in 76% of discovery queries across every engine and scoring 71 in head-to-head matchups. The rest of the shortlist splinters across four-engine visibility — Looker, Customer.io, Supermetrics, Segment — but none have evaluation data to confirm whether they win or lose when buyers compare them directly. This is a category with two consensus picks at the top and a long tail of niche players fighting for single-use-case visibility.
46 discovery queries · 87 head-to-heads · refreshed May 1, 2026
Discovery stage
The shortlist
Across 46 buyer-style "Marketing Analytics" queries
Attribution captures eyeballs across all five engines in every discovery prompt about marketing analytics — 100% shortlist rate, the cleanest sweep in the category. Mixpanel shows up in 93% of those same queries, also visible on every engine. Salesforce lands in 76% of discovery prompts with ubiquitous five-engine presence, while Looker (87% shortlist rate) and Customer.io (67%) surface on four of five engines but miss one. Supermetrics, Segment, and Google Analytics 4 each pull four-engine visibility but appear in fewer than two-thirds of buyer queries, leaving fragile discovery share if one engine changes its rotation.
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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 59/100
Mixpanel wins more head-to-heads than it loses, averaging 79 across seven comparison queries — the highest evaluation score in the category. Microsoft Clarity scores 76 across ten matchups, pulling the kingmaker role with high volume of head-to-head fights. Salesforce scores 71 across four comparisons, winning most of its brackets. Sprinklr Marketing, Localiq, Heap, and Semrush all lose more head-to-heads than they win, scoring below the 59-point median despite appearing in ten or more comparison queries each.
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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
Attribution
Cross-channel attribution for paid media
Read brand profile →Mixpanel
Consensus pickEvent-based product analytics for user behavior
Read brand profile →Salesforce
Consensus pickMarketing Cloud analytics within Salesforce CRM
Read brand profile →Microsoft Clarity
KingmakerFree session replay and heatmap tool
Read brand profile →Semrush
KingmakerSEO and competitive marketing intelligence platform
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
Every query in the audit set is top-of-funnel exploration — buyers ask AI for the best marketing analytics tools by team size or org scale. Sample phrasings include 'best marketing analytics options for a small team of 8', 'top marketing analytics software for a 30-person marketing team', and 'leading marketing analytics platform for large organizations'. The category has zero head-to-head comparison prompts, zero trust-stage questions about pricing or case studies, and zero conversion-funnel queries about trials or onboarding. All AI attention flows through discovery-stage shortlist fights.
Discovery
Buyers exploring the categoryEvaluation
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