Best sales engagement platforms (search query)

We asked 10 models: best sales engagement platform 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
75%
Same model, run twice
84%
Different picks
22

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

7 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. Outreach
  2. Salesloft
  3. Apollo.io
  4. Gong
  5. HubSpot
  6. Reply.io
  7. Salesforce
  8. Lemlist
  9. Seismic
  10. Yesware

90% with consensus · 92% self-consistent

GPT-6 Luna

  1. Outreach
  2. Salesloft
  3. Apollo.io
  4. HubSpot
  5. Groove
  6. Reply.io
  7. Gong
  8. ZoomInfo
  9. Yesware
  10. Saleshandy

94% with consensus · 89% self-consistent

Gemini 4 Argon

  1. Outreach
  2. Salesloft
  3. Apollo.io
  4. HubSpot
  5. Salesforce
  6. Groove
  7. Reply.io
  8. Gong
  9. Mixmax
  10. Lemlist

94% with consensus · 92% self-consistent

Qwen 3.8 Flash

  1. Outreach
  2. Salesloft
  3. Apollo.io
  4. ZoomInfo
  5. Gong
  6. HubSpot
  7. Salesforce
  8. Instantly
  9. Pipedrive
  10. Reply.io

87% with consensus · 93% self-consistent

DeepSeek V4 Pro

  1. Outreach
  2. Salesloft
  3. HubSpot
  4. Apollo.io
  5. Gong
  6. Groove
  7. Reply.io
  8. Mixmax
  9. Lemlist
  10. Woodpecker

92% with consensus · 98% self-consistent

GLM-5.3

  1. Outreach
  2. Salesloft
  3. Apollo.io
  4. HubSpot
  5. Groove
  6. Reply.io
  7. Mixmax
  8. Salesforce
  9. Lemlist
  10. Gong

92% with consensus · 71% self-consistent

Kimi K3

  1. Outreach
  2. Salesloft
  3. HubSpot
  4. Salesforce
  5. Apollo.io
  6. ZoomInfo
  7. Gong
  8. Clari
  9. Groove
  10. Reply.io

83% with consensus · 55% self-consistent

MiniMax M3

  1. Outreach
  2. Salesloft
  3. HubSpot
  4. Apollo.io
  5. Gong
  6. Salesforce
  7. Reply.io
  8. ZoomInfo
  9. Pipedrive
  10. Zoho CRM

90% with consensus · 81% self-consistent

Mistral Large 4

  1. Salesloft
  2. Outreach
  3. Apollo.io
  4. Groove
  5. Chorus.ai
  6. HubSpot
  7. Gong
  8. Mixmax
  9. Clari Copilot
  10. Clari

69% with consensus · 84% self-consistent

Nemotron 3 Ultra

  1. Outreach
  2. Salesloft
  3. Apollo.io
  4. Gong
  5. HubSpot
  6. ZoomInfo
  7. Reply.io
  8. Groove
  9. Lavender
  10. Chorus.ai

92% with consensus · 81% self-consistent

Who agrees with whom

Overlap between two models' lists, weighted toward the top · 100 means identical · Color runs from 59 (lightest) to 94 (darkest)

Claude Haiku 5.5GPT-6 LunaGemini 4 ArgonQwen 3.8 FlashDeepSeek V4 ProGLM-5.3Kimi K3MiniMax M3Mistral Large 4Nemotron 3 Ultra
Claude Haiku 5.5878787858778876491
GPT-6 Luna879182889381867189
Gemini 4 Argon879182899485876986
Qwen 3.8 Flash878282797981866488
DeepSeek V4 Pro858889798983916786
GLM-5.3879394798978837084
Kimi K3788185818378895981
MiniMax M3878687869183896086
Mistral Large 4647169646770596067
Nemotron 3 Ultra918986888684818667