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Subcategory · AI Citation Index

Team Messaging

Team messaging is a duopoly with clear runners-up. Slack and Microsoft 365 each surface in roughly 69% of buyer queries across all four engines, with Slack winning more head-to-head comparisons. Google Workspace trails at 64% discovery share but loses most evaluations, making it a kingmaker — cited often, picked rarely. Mattermost holds the fourth slot on pure visibility (51% of queries), while Teamwork Chat is the absent giant: wins head-to-heads but almost never surfaces in AI discovery prompts. ClickUp is rising, gaining 12 points of share recently as Microsoft 365 slides 16 points. This is a consolidated category where two brands split the top, a handful of challengers fight for third, and a long tail of niche players captures scattered mentions.

176 discovery queries · 226 head-to-heads · refreshed Aug 16, 2026

Discovery stage

The shortlist

Across 176 buyer-style "Team Messaging" queries

Slack and Microsoft 365 capture AI attention in 7 out of 10 buyer queries about team messaging, both showing up across ChatGPT, Perplexity, Gemini, and Claude. Google Workspace follows at 64% shortlist share with the same four-engine footprint. Mattermost lands in just over half of discovery prompts, visible on every engine but with thinner mention volume. Webex, Twist, and a cluster of smaller platforms surface sporadically, each appearing in fewer than 1 in 4 queries.

0%19%39%58%78%Coverage — share of discovery prompts where the brand surfaces57%67%77%87%96%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.

1Slack
14/14
2Microsoft
14/14
3Google Workspace
12/14
4Mattermost
10/14
5
Discord
7/14
1Microsoft
6/6
2Slack
6/6
3Google Workspace
5/6
4
Discord
3/6
5GroupMe
3/6
1Slack
5/5
2Microsoft
5/5
3Google Workspace
5/5
4
Discord
5/5
5Mattermost
5/5
1Slack
5/5
2Microsoft
5/5
3Google Workspace
5/5
4
Discord
4/5
5Mattermost
3/5
1Microsoft
4/4
2Slack
4/4
3Google Workspace
4/4
4Mattermost
4/4
5Webex
2/4
1Slack
4/4
2Microsoft
4/4
3
Discord
4/4
4Mattermost
4/4
5Google Workspace
3/4
1Microsoft
4/4
2Slack
4/4
3Mattermost
4/4
4Google Workspace
3/4
5
Discord
3/4
1Slack
4/4
2Microsoft
4/4
3Google Workspace
4/4
4
Discord
4/4
5Mattermost
4/4
≥50% cited
25–49%
<25%
Topics are discovery-stage prompt clusters · team-messaging

Evaluation stage

Head-to-head

How often AI cites each brand across uniform category evaluation prompts · median 5/100

When buyers ask AI to compare team messaging options, Slack and Microsoft Teams tie: both win 52% of their head-to-head matchups across 31 comparison queries each. Google Workspace and Microsoft 365 sit at 50%, splitting wins and losses evenly. Mattermost loses slightly more than it wins at 47%, while Discord (40%) and Webex (25%) fall behind in direct comparisons. Twist scores just 18% across a dozen head-to-heads, losing most evaluations it appears in.

0255075100Evaluation citation rate — % of category evaluation prompts citing this brand08162331Evaluation 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 5/100

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

648 citations captured across Team Messaging prompt runs.

Vendor pages

216

Product, help, and marketing pages from tracked vendors

Independent sources

205

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

Buyer questions

What AI cites for top Team Messaging questions

Buyers ask AI for the best team messaging tools by role, vertical, and security needs — phrasings like 'what do event planners use for team messaging during large projects', 'as a VP of Operations, what is the best team messaging tool for enhancing collaboration', and 'what are the best team messaging tools for handling sensitive information'. A smaller slice digs into feature comparisons: how to assess integration capabilities, the right level of notifications, and the benefits of single-platform messaging plus video. The questions stay workflow-focused, naming team profiles and use cases rather than pricing or trials.

Discovery

Buyers exploring the category

Evaluation

Buyers comparing options

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