Subcategory · AI Citation Index

Who AI is citing in Help Desk

No single vendor dominates AI shortlists; Front, Intercom, Teamwork Desk, and Zendesk Support Suite tie at 72 in featured rankings.

Brands tracked

54

Avg AEO score

62/100

Citation coverage

0%

of brands cited at least once

Dominant brands

0

cited > 50% of queries

Discovery stage

The shortlist

When buyers ask AI for the best Help Desk software

No discovery-stage prompts have been scored against this category yet — once the shortlist cron runs, this section will surface which brands AI cites most.

Evaluation stage

The battleground

How brands fare on comparison queries · category median 40/100

In head-to-head comparisons, Intercom leads evaluation queries with a score of 68 across 4 comparisons, followed by Richpanel at 65 across 5. The median evaluation score is 40, meaning half of cited brands score below that threshold — suggesting AI models struggle to differentiate mid-tier tools.

Each brand's evaluation score averages how AI responds to head-to-head comparison queries that mention them. Above-median brands win their comparisons more often than they lose.

Trends

Over the last 12 months

Too few audits to establish a trend. Only two data points exist (March 2026: 58 avg across 41 samples; April 2026: 62 avg across 86 samples). HappyFox Chat rose 13 points, eDesk fell 5.

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Editorial picks

Brands worth watching

FAQ

Help Desk questions, answered

What is the best help desk software for small teams?+
AI models cite no single winner for discovery queries in this category. Front, Intercom, Teamwork Desk, and Zendesk Support Suite all tie at a featured score of 72, indicating equal top-of-mind presence without a dominant choice.
Which help desk tool wins the most head-to-head comparisons?+
Intercom scores 68 on average across 4 comparison queries, the highest in the category. Richpanel follows at 65 across 5 comparisons, while the median evaluation score sits at 40.
Are there any rising help desk platforms in AI citations?+
HappyFox Chat jumped 13 points between March and April 2026, the largest gain recorded. eDesk fell 5 points in the same window, though only two months of data exist — too short to confirm a sustained trend.
How fragmented is the help desk category in AI recommendations?+
Extremely fragmented. Zero brands achieved measurable shortlist dominance across 18 discovery prompts, and 54 vendors compete for citations. The category lacks a clear AI-citation leader.
Why do some high-scoring featured brands not appear in evaluation rankings?+
Zendesk Support Suite and Front both score 72 in featured rankings but are absent from the evaluation leaderboard, suggesting strong brand visibility without consistent citation in direct feature-comparison queries.
What help desk software does AI cite most often in comparisons?+
Intercom appears in 4 comparison queries with a 68 average score, the most citations and highest evaluation performance. Richpanel follows with 5 comparisons at 65, and Engagebay appears in 6 at 48.

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