Best sales engagement platforms

We asked 10 models: The best sales engagement platforms for outbound sales teams. 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
73%
Same model, run twice
82%
Different picks
26

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

11 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. Reply.io
  5. Lemlist
  6. Woodpecker
  7. Mailshake
  8. Yesware
  9. HubSpot
  10. Salesloft Drift

87% with consensus · 92% self-consistent

GPT-6 Luna

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

88% with consensus · 77% self-consistent

Gemini 4 Argon

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

96% with consensus · 85% self-consistent

Qwen 3.8 Flash

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

74% with consensus · 68% self-consistent

DeepSeek V4 Pro

  1. Outreach
  2. Salesloft
  3. Apollo.io
  4. Lemlist
  5. Reply.io
  6. Woodpecker
  7. Mixmax
  8. Klenty
  9. Yesware
  10. Mailshake

83% with consensus · 97% self-consistent

GLM-5.3

  1. Outreach
  2. Salesloft
  3. Apollo.io
  4. Lemlist
  5. Instantly
  6. Reply.io
  7. HubSpot
  8. ZoomInfo
  9. LinkedIn Sales Navigator
  10. Clay

86% with consensus · 80% self-consistent

Kimi K3

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

91% with consensus · 71% self-consistent

MiniMax M3

  1. Outreach
  2. Salesloft
  3. Apollo.io
  4. HubSpot
  5. Salesforce Sales Cloud
  6. Instantly
  7. Reply.io
  8. Zoho CRM
  9. Clay
  10. Groove

85% with consensus · 95% self-consistent

Mistral Large 4

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

68% with consensus · 71% self-consistent

Nemotron 3 Ultra

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

85% with consensus · 81% self-consistent

Who agrees with whom

Overlap between two models' lists, weighted toward the top · 100 means identical · Color runs from 51 (lightest) to 92 (darkest)

Claude Haiku 5.5GPT-6 LunaGemini 4 ArgonQwen 3.8 FlashDeepSeek V4 ProGLM-5.3Kimi K3MiniMax M3Mistral Large 4Nemotron 3 Ultra
Claude Haiku 5.5798574928483765985
GPT-6 Luna799067788089877477
Gemini 4 Argon859072818591837085
Qwen 3.8 Flash746772728067715172
DeepSeek V4 Pro927881728680745983
GLM-5.3848085808679836182
Kimi K3838991678079876781
MiniMax M3768783717483876875
Mistral Large 4597470515961676858
Nemotron 3 Ultra857785728382817558