Best team chat apps (search query)

We asked 10 models: best team chat app for work Each named its own top 10.

Asked 4 ways: List request · Buyer asking for advice · Search query · Worth paying for?. Share of voice pools every wording.

Agreement between models
84%
Same model, run twice
92%
Different picks
21

When agreement between models is well below a model's agreement with itself, the split reflects real differences in taste rather than randomness.

The consensus

Each cell is the position that model gave the pick; blank means it left the pick off. Click a row for each model's reasoning.

#PickScoreListed byClaude Haiku 5.5GPT-6 LunaGemini 4 ArgonQwen 3.8 FlashDeepSeek V4 ProGLM-5.3Kimi K3MiniMax M3Mistral Large 4Nemotron 3 Ultra

6 lower-scoring picks are not shown; every ballot below lists them in full.

Most divisive

Picks most models listed, at very different positions

Hot takes

Picks that appear on only one ballot

Every ballot

Hover a pick to find it on the other ballots. Marked picks appear on no other ballot.

Claude Haiku 5.5

  1. Slack
  2. Microsoft Teams
  3. Google Chat
  4. Discord
  5. Zoom Team Chat
  6. Cisco Webex
  7. Chanty
  8. Rocket.Chat
  9. Mattermost
  10. Flock

95% with consensus · 93% self-consistent

GPT-6 Luna

  1. Slack
  2. Microsoft Teams
  3. Google Chat
  4. Zoom Team Chat
  5. Discord
  6. Mattermost
  7. Rocket.Chat
  8. Chanty
  9. Cisco Webex
  10. Workplace

96% with consensus · 96% self-consistent

Gemini 4 Argon

  1. Slack
  2. Microsoft Teams
  3. Google Chat
  4. Mattermost
  5. Twist
  6. Zoom Team Chat
  7. Rocket.Chat
  8. Discord
  9. Zoho Cliq
  10. Chanty

88% with consensus · 89% self-consistent

Qwen 3.8 Flash

  1. Slack
  2. Microsoft Teams
  3. Google Chat
  4. Zoom Team Chat
  5. Discord
  6. Mattermost
  7. Rocket.Chat
  8. Zoho Cliq
  9. Cisco Webex
  10. ClickUp

95% with consensus · 95% self-consistent

DeepSeek V4 Pro

  1. Slack
  2. Microsoft Teams
  3. Discord
  4. Zoom Team Chat
  5. Google Chat
  6. Flock
  7. Chanty
  8. Mattermost
  9. Twist
  10. Pumble

84% with consensus · 96% self-consistent

GLM-5.3

  1. Slack
  2. Microsoft Teams
  3. Discord
  4. Google Chat
  5. Mattermost
  6. Zoho Cliq
  7. Rocket.Chat
  8. Zoom Team Chat
  9. Chanty
  10. Flock

89% with consensus · 91% self-consistent

Kimi K3

  1. Slack
  2. Microsoft Teams
  3. Discord
  4. Google Chat
  5. Mattermost
  6. Rocket.Chat
  7. Zulip
  8. Element
  9. Flock
  10. Twist

85% with consensus · 94% self-consistent

MiniMax M3

  1. Slack
  2. Microsoft Teams
  3. Google Chat
  4. Discord
  5. Zoom Team Chat
  6. Cisco Webex
  7. Zoho Cliq
  8. Basecamp
  9. Notion
  10. Chanty

91% with consensus · 90% self-consistent

Mistral Large 4

  1. Slack
  2. Microsoft Teams
  3. Discord
  4. Google Chat
  5. Zoom Team Chat
  6. Mattermost
  7. Rocket.Chat
  8. Telegram
  9. Cisco Webex
  10. Wire

93% with consensus · 91% self-consistent

Nemotron 3 Ultra

  1. Microsoft Teams
  2. Slack
  3. Discord
  4. Google Chat
  5. Zoom Team Chat
  6. Mattermost
  7. Rocket.Chat
  8. Flock
  9. Twist
  10. Element

76% with consensus · 83% self-consistent

Who agrees with whom

Overlap between two models' lists, weighted toward the top · 100 means identical · Color runs from 68 (lightest) to 97 (darkest)

Claude Haiku 5.5GPT-6 LunaGemini 4 ArgonQwen 3.8 FlashDeepSeek V4 ProGLM-5.3Kimi K3MiniMax M3Mistral Large 4Nemotron 3 Ultra
Claude Haiku 5.5928290868481938872
GPT-6 Luna928797858682879074
Gemini 4 Argon828788758380808268
Qwen 3.8 Flash909788838682889074
DeepSeek V4 Pro868575838482818775
GLM-5.3848683868492839176
Kimi K3818280828292768976
MiniMax M3938780888183768568
Mistral Large 4889082908791898581
Nemotron 3 Ultra727468747576766881