Category · AI Citation Index
Customer Experience
HubSpot and Intercom dominate AI shortlists; Featurebase surges +49 while evaluation scores favor Intercom at 75.
848 discovery queries · 972 head-to-heads · refreshed Sep 24, 2026
Discovery stage
The shortlist
Across 848 buyer-style "Customer Experience" queries
HubSpot appears in 67.1% of AI-generated shortlists (569 of 848 prompts, score 74), followed by Intercom at 62.7% (532 appearances, score 66) and Freshdesk at 58.5% (496 appearances, score 58). Qualtrics XM Platform and medallia.com round out the top five with 56.3% and 50.7% shortlist rates respectively. Across 465 brands, 252 earn consensus mention, but model diversity remains concentrated: all top-ten brands appear across all five AI models.
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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
In head-to-head comparisons, Intercom scores highest at 75 across 101 queries, narrowly ahead of Freshdesk (74, 99 queries) and Hubspot (73, 98 queries). Salesforce Service Cloud and Qualtrics tie at 71, while HubSpot Service Hub drops to 63 and NICE CXone trails at 54. The median evaluation score across all brands sits at just 3, indicating sharp differentiation between top-tier and long-tail tools.
Hover or click a logo to see brand details
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
Seven months of data show volatility: average scores peaked at 68 in April 2026 (81 samples), fell to 22 in September (17 samples), then recovered to 27 in August (55 samples). Featurebase surged +49 to climb into contention, while AnswerHub dropped -33. Limited sample sizes in recent months (17–32) make trend interpretation provisional.
Brands to know
In this category
Intercom
Leads evaluation score at 75 across 101 comparisons and holds 62.7% shortlist rate. AI models favor its messaging-first CX architecture over legacy ticketing competitors.
Read brand profile →HubSpot
Dominates shortlist frequency (67.1%, 569 appearances) with score 74, though evaluation rank drops to third at 73. Its free-tier CRM drives broad AI recall across use cases.
Read brand profile →Salesforce
Scores 78 in featured candidates but only 44.8% shortlist rate (380 appearances). Service Cloud's 71 evaluation score shows strength in direct comparison despite lower top-of-mind recall.
Read brand profile →Featurebase
Rising +49 in trend data with score 51. Smallest sample of featured brands but sharpest momentum, signaling emerging AI recognition in feedback management.
Read brand profile →Qualtrics XM Platform
56.3% shortlist rate (477 appearances) and 71 evaluation score across 95 queries. Enterprise XM suite holds ground against cheaper point solutions in AI recommendations.
Read brand profile →Citation sources
Where AI pulls citations from
1000 citations captured across Customer Experience prompt runs.
Vendor pages
242Product, help, and marketing pages from tracked vendors
Independent sources
193Reviews, encyclopedias, forums, press — not vendor-owned
Buyer questions
What AI cites for top Customer Experience 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 optionsConversion
Buyers ready to buy- How to Measure Customer Experience ROI Effectively: 5 Key Metrics - SSRselectsoftwarereviews.com
Drill down
Subcategories
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