Lemlist

By lemlist

How often 10 AI models recommend Lemlist, what they say about it, and who they recommend instead, on the 1 buying question where it came up.

Mention rate

60%of all answers on this question

Best standing

#6of 41 on Best sales engagement platforms

Buying questions

1where any model named it

Never named it

2of 10 models

Which models recommend it

Share of each model's answers that named it, at any position · The black tick marks the panel average

1. Claude Haiku 5.5100%
2. DeepSeek V4 Pro100%
3. Gemini 4 Argon92%
4. GLM-5.392%
5. Qwen 3.8 Flash67%
6. Kimi K367%
7. GPT-6 Luna58%
8. Nemotron 3 Ultra25%
9. MiniMax M30%
10. Mistral Large 40%

Never named it: MiniMax M3 Mistral Large 4

Tracked since October 25, 2026. Each time the panel answers these questions again, the change shows here.

What the models say

Each model's one-line reason for recommending it, from its first answer

Best sales engagement platforms 7

• Claude Haiku 5.5Personalization features like images and videos make cold email campaigns stand out.
• GPT-6 LunaPersonalized email sequences and multichannel outreach are useful for lean prospecting teams.
• Gemini 4 ArgonIndustry leader in hyper-personalized cold email, custom image variables, and automated LinkedIn outreach.
• Qwen 3.8 FlashCreative multi-channel sequences with standout image and video personalization.
• DeepSeek V4 ProUnique email personalization with dynamic images and warm-up, great for creative outreach.
• GLM-5.3Leading cold personalization and warm-up deliverability for SMB teams.
• Kimi K3Excellent email personalization and deliverability tools; easy for small teams.

Against the competition

Each question's products ranked by the share of all answers that named them, Lemlist highlighted.

Best sales engagement platforms

41 products named in 120 answers across 4 wordings

In nearly every answer

Apollo.ioOutreachSalesloft

Contested

1. 4HubSpot87%
2. 5Reply.io83%
3. 6Lemlist60%
4. 7Clari (Groove)55%
5. 8Mixmax47%

Mention rate by model and question

Share of each model's answers on the question that named it · Hover a cell for the count

Question	Claude Haiku 5.5	GPT-6 Luna	Gemini 4 Argon	Qwen 3.8 Flash	DeepSeek V4 Pro	GLM-5.3	Kimi K3	MiniMax M3	Mistral Large 4	Nemotron 3 Ultra
Best sales engagement platforms	100	58	92	67	100	92	67			25

Does the wording matter?

Share of answers that named it under each way of asking the question · Hover a cell for the exact wording

Question	List request	Buyer asking for advice	Search query	Worth paying for?
Best sales engagement platforms	67	57	47	70

Head to head

Against the products named most often on the same questions

Lemlist vs Apollo.ioLemlist vs OutreachLemlist vs SalesloftLemlist vs HubSpotLemlist vs Reply.ioLemlist vs Clari (Groove)

Compare with another product

Work on Lemlist? Get it tracked every month on the questions your buyers ask, or email sales@modelocracy.com.