Best team chat apps

We asked 10 models: The best team chat apps 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
85%
Same model, run twice
93%
Different picks
19

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

4 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 Chat
  6. Webex
  7. Mattermost
  8. Rocket.Chat
  9. Chanty
  10. Flock

96% with consensus · 94% self-consistent

GPT-6 Luna

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

92% with consensus · 94% self-consistent

Gemini 4 Argon

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

87% with consensus · 96% self-consistent

Qwen 3.8 Flash

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

95% with consensus · 83% self-consistent

DeepSeek V4 Pro

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

89% with consensus · 90% self-consistent

GLM-5.3

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

89% with consensus · 94% self-consistent

Kimi K3

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

86% with consensus · 95% self-consistent

MiniMax M3

  1. Slack
  2. Microsoft Teams
  3. Google Chat
  4. Zoom Chat
  5. Discord
  6. Zoho Cliq
  7. Webex
  8. RingCentral MVP
  9. Flock
  10. Workplace

89% with consensus · 92% self-consistent

Mistral Large 4

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

89% with consensus · 92% self-consistent

Nemotron 3 Ultra

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

92% with consensus · 96% self-consistent

Who agrees with whom

Overlap between two models' lists, weighted toward the top · 100 means identical · Color runs from 75 (lightest) to 96 (darkest)

Claude Haiku 5.5GPT-6 LunaGemini 4 ArgonQwen 3.8 FlashDeepSeek V4 ProGLM-5.3Kimi K3MiniMax M3Mistral Large 4Nemotron 3 Ultra
Claude Haiku 5.5908792898783898690
GPT-6 Luna909294828382878885
Gemini 4 Argon879290788176868382
Qwen 3.8 Flash929490858682919288
DeepSeek V4 Pro898278859087828796
GLM-5.3878381869091838493
Kimi K3838276828791758391
MiniMax M3898786918283758382
Mistral Large 4868883928784838388
Nemotron 3 Ultra908582889693918288