Best team chat apps (buyer asking for advice)

We asked 10 models: Our team communicates through scattered email threads. Which team chat app would you recommend? 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
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 Team Chat
  6. Mattermost
  7. Rocket.Chat
  8. Webex
  9. Chanty
  10. Twist

94% with consensus · 96% self-consistent

GPT-6 Luna

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

92% with consensus · 94% self-consistent

Gemini 4 Argon

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

86% with consensus · 95% self-consistent

Qwen 3.8 Flash

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

76% with consensus · 95% self-consistent

DeepSeek V4 Pro

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

92% with consensus · 89% self-consistent

GLM-5.3

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

87% with consensus · 94% self-consistent

Kimi K3

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

90% with consensus · 92% self-consistent

MiniMax M3

  1. Slack
  2. Microsoft Teams
  3. Google Chat
  4. Discord
  5. Zoom Team Chat
  6. Zoho Cliq
  7. Flock
  8. Notion
  9. Basecamp
  10. RingCentral Glip

87% with consensus · 88% 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. Workplace by Meta
  9. Telegram
  10. Twist

90% with consensus · 92% self-consistent

Nemotron 3 Ultra

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

91% with consensus · 98% self-consistent

Who agrees with whom

Overlap between two models' lists, weighted toward the top · 100 means identical · Color runs from 65 (lightest) to 93 (darkest)

Claude Haiku 5.5GPT-6 LunaGemini 4 ArgonQwen 3.8 FlashDeepSeek V4 ProGLM-5.3Kimi K3MiniMax M3Mistral Large 4Nemotron 3 Ultra
Claude Haiku 5.5938279878685889286
GPT-6 Luna938280848287839083
Gemini 4 Argon828265788191737684
Qwen 3.8 Flash798065696969727467
DeepSeek V4 Pro878478698983859293
GLM-5.3868281698983828992
Kimi K3858791698383778189
MiniMax M3888373728582778379
Mistral Large 4929076749289818390
Nemotron 3 Ultra868384679392897990