42% of first choices, clear leader.
The floor is 12 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. How the floor is measured
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
“Gainsight is the most complex, most expensive platform, and one most likely to fail adoption tests at companies that aren't ready for it” Claude Haiku 4.5, negative prompt
“But I would specifically steer clear of: Totango right now (post-merger uncertainty is a real business risk)” DeepSeek V4 Flash, negative prompt
“Avoid enterprise platforms like Gainsight or ChurnZero initially” Kimi K2, budget prompt
“Red flags: Reports of poor customer service (e.g., "worst customer service I have encountered," auto-renew traps, unresponsive support post-sale)” Grok 4.20, negative prompt
80 of 84 answers in this category came back with a source list, from 14 of 6 models: citations where the model returns them, or the search results it consulted. 1073 links across 200 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 36 answers across every segment cited this index's own page for the category.
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| ChurnZero churnzero.com | 42% | 221 | 2,900 | 39 | 11,534 | $2,558 | 19 | |
| Vitally vitally.io | 19% | 144 | 4,400 | 40,641 | 3,154 | $138 | 25 | 5 |
| HubSpot parent site HubSpot Service Hub 10%, HubSpot Free or Starter 2% | 12% | 235 | 368,000 | 9,776 | ||||
| Custify custify.com | 8% | 114 | 260 | 1 | 8,585 | 0 | 1 | |
| Totango totango.com | 7% | 158 | 1,600 | 20 | 1,885 | 5 | ||
| Skalin skalin.io | 5% | 16 | 20 | 3 | 15 | |||
| Planhat planhat.com | 3% | 161 | 2,900 | 45 | 3,971 | $4,492 | 6 | |
| Customerscore.io customerscore.io | 2% | 11 | ||||||
| Gainsight Customer Success gainsight.com | 2% | 179 | 210 | 14 | 59,569 | 58 | 4 | |
| ClientSuccess clientsuccess.com | 0% | 97 | 720 | 6 | 7,636 | 12 | 3 |
Google's top ten for the two searches hold 12 sites; 3 of them are among the sites the models cited here (clientsuccess.com, usepylon.com, userpilot.com). The first result for “best customer success platform” is gartner.com.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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