31% of first choices, contested.
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%.
“**Zendesk** (Approach with high caution, especially for SMBs)... **Who should avoid**: Teams needing reliable uptime or simple onboarding.” Grok 4.20, negative prompt
“**Freshdesk** (poor support, technical instability, billing surprises)” DeepSeek V4 Flash, negative prompt
“Avoid Salesforce Service Cloud unless you are a massive enterprise with a dedicated, in-house Salesforce development team.” Gemini 3.5 Flash, negative prompt
“Verdict: Avoid Intercom if you are a budget-conscious team that requires predictable, flat-rate monthly software expenses.” Gemini 3.5 Flash, negative prompt
76 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. 1054 links across 238 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 |
|---|---|---|---|---|---|---|---|---|
| Zendesk Support Suite zendesk.com Zendesk Support Suite 31%, Zendesk for Customer Service 2% | 33% | 181 | 30 | 2 | 5,365,445 | $16,181 | 63 | |
| Freshworks freshworks.com Freshdesk 27% | 27% | 283 | 12,100 | 391 | 111,586 company | $14,486 | 113 | |
| TeamSupport teamsupport.com | 14% | 51 | 1,000 | 1 | 19,052 | 6 | ||
| Zoho parent site Zoho Desk 12% | 12% | 130 | 8,100 | 105 | ||||
| HubSpot parent site HubSpot Service Hub 3% | 3% | 235 | 368,000 | 9,776 | ||||
| Plain plain.com | 3% | 33 | 90,500 | 83,095 | 1,314 | 0 | ||
| Spiceworks Help Desk spiceworks.com | 3% | 16 | 2,284,947 | 7 | ||||
| Help Scout helpscout.com | 2% | 127 | 8,100 | 173 | 37,899 | 14 | 10 | |
| Pylon usepylon.com | 2% | 37 | 40,500 | 3,118 | 29,726 | $166 | 21 | |
| LiveChat helpdesk.com HelpDesk by LiveChat 2% | 2% | 17 | 76,919 | 1 |
Google's top ten for the two searches hold 18 sites; 1 of them are among the sites the models cited here (kayako.com). The first result for “best customer support and helpdesk platform” is proprofsdesk.com.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|
Flips between the edition run and its calibration repeat. Six prompts per model is a small sample; the index-wide floor is the number to trust.
ShowHideEvery judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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