Best sales engagement platforms (worth paying for?)

We asked 10 models: Which sales engagement platforms 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
89%
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. Salesmate
  10. Hunter

93% with consensus · 91% self-consistent

GPT-6 Luna

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

76% with consensus · 91% self-consistent

Gemini 4 Argon

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

91% with consensus · 92% self-consistent

Qwen 3.8 Flash

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

92% with consensus · 95% self-consistent

DeepSeek V4 Pro

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

86% with consensus · 91% self-consistent

GLM-5.3

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

90% with consensus · 85% self-consistent

Kimi K3

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

98% with consensus · 85% self-consistent

MiniMax M3

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

87% with consensus · 91% self-consistent

Mistral Large 4

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

89% with consensus · 89% self-consistent

Nemotron 3 Ultra

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

94% with consensus · 82% self-consistent

Who agrees with whom

Overlap between two models' lists, weighted toward the top · 100 means identical · Color runs from 66 (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 5.5698489868592858390
GPT-6 Luna697869667375667672
Gemini 4 Argon847886849389818986
Qwen 3.8 Flash896986838892898692
DeepSeek V4 Pro866684837985868084
GLM-5.3857393887988868684
Kimi K3927589928588858996
MiniMax M3856681898686858185
Mistral Large 4837689868086898190
Nemotron 3 Ultra907286928484968590