AI Visibility Snapshot
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What AI recommends for help desk software

Across 34 live answers recorded on August 20, 2026, the help desk software most often recommended by ChatGPT, Claude, Gemini, Perplexity and Grok were Zendesk, Freshdesk, Zoho. The five engines named 45 distinct brands between them, and all five agreed on 6 of the top 20. The rest of the field depends on which engine a buyer happens to ask.

Original measurement · 34 live answers across 5 engines · Recorded

The leaderboard

Ranked by how many of the 34 answers named each brand. Average position is where the brand appeared in the list the engine gave — 1.0 means it was named first every time it came up.

#BrandAnswers naming itEnginesAvg positionSentiment
1Zendesk22 of 345 of 52.0positive
2Freshdesk21 of 345 of 52.5positive
3Zoho20 of 345 of 55.1positive
4Jira Service Management17 of 345 of 54.1positive
5Help Scout14 of 345 of 56.4positive
6ServiceNow9 of 344 of 55.2positive
7Intercom9 of 344 of 55.6positive
8Freshworks8 of 344 of 53.8positive
9HubSpot Service Hub8 of 344 of 56.4positive
10Atlassian7 of 345 of 54.9neutral
11Freshservice5 of 344 of 56.2positive
12Salesforce Service Cloud5 of 343 of 57.6positive
13HubSpot5 of 344 of 58.2neutral
14Gorgias4 of 343 of 57.8positive
15Helpscout3 of 342 of 56.7positive
16HaloITSM3 of 342 of 58.7positive
17Confluence2 of 342 of 56.0neutral
18Groove2 of 342 of 56.5positive
19Front2 of 342 of 59.0positive
20Kayako2 of 341 of 59.0positive

Where the engines agree, and where they do not

All five engines named Zendesk, Freshdesk, Zoho, Jira Service Management, Help Scout, Atlassian. Those are the defaults in this category — the brands an AI answer reaches for regardless of which model a buyer happens to be using.

Across all measured categories the pattern is consistent: the leader is agreed on, the rest is not. The pooled study puts numbers on it.

By contrast, Kayako came up on one engine only. A brand in that position is invisible to four out of five buyers who ask an AI, while looking perfectly healthy to anyone checking the one engine that knows it.

EngineNamed most often
ChatGPTZendesk, Freshdesk, Zoho, Jira Service Management, Help Scout
ClaudeZendesk, Freshdesk, Zoho, Jira Service Management, Help Scout
GeminiZendesk, Freshdesk, Zoho, Jira Service Management, Help Scout
PerplexityZendesk, Freshdesk, Zoho, Jira Service Management, Help Scout
GrokZendesk, Freshdesk, Zoho, Jira Service Management, Help Scout

What this means if you sell help desk software

Being absent from this table does not mean the engines dislike you. It usually means they have nothing to reach for: no comparison pages, no presence on the review and listicle sites they cite, no clear statement of who the product is for. The generative engine optimization guide covers what actually shifts this, and the audit process covers how to run the measurement yourself.

Note also what this page cannot tell you. It measures the category, not you. It does not include the brand-level prompts that reveal what an engine says when someone asks about your product by name, it carries no share-of-voice figure for your brand, and it does not list the domains AI cites when answering questions in this category. A $19 snapshot adds all three for one brand.

The prompts behind this page

Every category page uses the same seven prompts, each sent to all five engines:

  1. What are the best help desk software right now? List the top options.
  2. Which help desk software would you recommend for a small business, and why?
  3. Compare the leading help desk software options — who stands out?
  4. What is the best free or affordable help desk software?
  5. What help desk software do you recommend for a larger company / enterprise?
  6. What are the most popular help desk software people are switching to?
  7. I'm choosing a help desk software. Give me a shortlist of 5 with one-line pros and cons.

Language models are stochastic, so a rerun on another day will not reproduce this table exactly. That is a property of the medium rather than a flaw in the measurement, and it is one reason to distrust any AI visibility score quoted to one decimal place. The methodology page sets out the limitations in full.

Other categories measured