Best team chat apps (worth paying for?)

We asked 10 models: Which team chat apps are actually worth paying for? 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
82%
Same model, run twice
90%
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
  6. Webex
  7. Mattermost
  8. Rocket.Chat
  9. Chanty
  10. Flock

91% with consensus · 97% self-consistent

GPT-6 Luna

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

90% with consensus · 91% self-consistent

Gemini 4 Argon

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

81% with consensus · 87% self-consistent

Qwen 3.8 Flash

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

97% with consensus · 91% self-consistent

DeepSeek V4 Pro

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

95% with consensus · 83% self-consistent

GLM-5.3

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

93% with consensus · 91% self-consistent

Kimi K3

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

88% with consensus · 94% self-consistent

MiniMax M3

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

83% with consensus · 90% self-consistent

Mistral Large 4

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

93% with consensus · 84% self-consistent

Nemotron 3 Ultra

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

90% with consensus · 93% self-consistent

Who agrees with whom

Overlap between two models' lists, weighted toward the top · 100 means identical · Color runs from 71 (lightest) to 95 (darkest)

Claude Haiku 5.5GPT-6 LunaGemini 4 ArgonQwen 3.8 FlashDeepSeek V4 ProGLM-5.3Kimi K3MiniMax M3Mistral Large 4Nemotron 3 Ultra
Claude Haiku 5.5928590878981848782
GPT-6 Luna928590868785798584
Gemini 4 Argon858581777874767475
Qwen 3.8 Flash909081949588829188
DeepSeek V4 Pro878677949186829287
GLM-5.3898778959183829084
Kimi K3818574888683718584
MiniMax M3847976828282718175
Mistral Large 4878574919290858190
Nemotron 3 Ultra828475888784847590