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Subcategory · AI Citation Index

Customer Success

Three purpose-built Customer Success platforms—Totango, ChurnZero, and Planhat—achieve identical 62-63% shortlist rates with maximum model diversity (5/5), signaling strong cross-model agreement on their category leadership. Mid-tier specialist Vitally and driven.work trail at 46-47% shortlist rates, while generalist platforms HubSpot and Intercom appear with fragmented presence (40-62% rates, lower model diversity), suggesting they serve as fallback options when dedicated CS tools don't fit. The 46-brand consensus pool against only 12 evaluation brands indicates mature category definition with clear tier separation.

167 discovery queries · 258 head-to-heads · refreshed Sep 24, 2026

Discovery stage

The shortlist

Across 167 buyer-style "Customer Success" queries

24%35%46%57%69%Coverage — share of discovery prompts where the brand surfaces42%53%64%75%85%Engine diversity

Hover or click a logo to see brand details

X = coverage across discovery prompts · Y = engine diversity · Bubble size = total mentions
Tracked acrossChatGPT,Gemini,Claude

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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.

1Totango
7/7
2Planhat
7/7
3Churnzero
7/7
4Hubspot
6/7
5Staircase AI by Gainsight
4/7
1Hubspot
6/6
2Churnzero
6/6
3Totango
6/6
4Planhat
6/6
5Gainsight CS
6/6
1Totango
6/6
2HubSpot
6/6
3Hubspot
6/6
4Churnzero
6/6
5Planhat
5/6
1Hubspot
5/5
2Totango
5/5
3Churnzero
5/5
4Driven
4/5
5Staircase AI by Gainsight
4/5
1Churnzero
4/4
2Totango
4/4
3Vitally
4/4
4Planhat
4/4
5Hubspot
4/4
1Totango
4/4
2Churnzero
4/4
3Planhat
4/4
4Hubspot
3/4
5Staircase AI by Gainsight
3/4
1Hubspot
4/4
2Driven
4/4
3Intercom
3/4
4HubSpot
3/4
5Churnzero
3/4
1Totango
4/4
2Planhat
4/4
3Churnzero
4/4
4HubSpot
4/4
5Hubspot
4/4
≥50% cited
25–49%
<25%
Topics are discovery-stage prompt clusters · customer-success

Evaluation stage

Head-to-head

How often AI cites each brand across uniform category evaluation prompts · median 4/100

0255075100Evaluation citation rate — % of category evaluation prompts citing this brand07132026Evaluation prompts cited inmedian citation ratemedian exposure

Hover or click a logo to see brand details

X = evaluation citation rate · Y = evaluation prompts cited in · Bubble size = citation exposure
Median citation rate 4/100

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.

Citation sources

Where AI pulls citations from

696 citations captured across Customer Success prompt runs.

Vendor pages

298

Product, help, and marketing pages from tracked vendors

Independent sources

139

Reviews, encyclopedias, forums, press — not vendor-owned

Buyer questions

What AI cites for top Customer Success questions

Most-cited prompts across the buyer journey. Click any prompt to see the actual URLs AI engines link to.

Discovery

Buyers exploring the category

Evaluation

Buyers comparing options

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