# Drift: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 91 judge labels across 10 categories by 14 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/drift

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Conversational marketing platforms](https://www.gane.ai/index/gtm/marketing/conversational-marketing/index.md) | 12% | 4 | 49% | 59 |
| [Chatbots and conversational AI for support](https://www.gane.ai/index/gtm/customer/chatbots-and-conversational-ai-for-support/index.md) | 0% | 91 | 41% | 17 |
| [Lead routing and management](https://www.gane.ai/index/gtm/sales/lead-routing-and-management/index.md) | 0% | 23 | 0% | 5 |
| [Sales engagement platforms](https://www.gane.ai/index/gtm/sales/sales-engagement/index.md) | 0% | 60 | 67% | 3 |
| [In-app messaging and customer communications](https://www.gane.ai/index/gtm/customer/in-app-messaging-and-customer-communications/index.md) | 0% | 53 | 0% | 2 |
| [AI marketing agents](https://www.gane.ai/index/gtm/marketing/ai-marketing-agents/index.md) | 0% | 123 | 0% | 1 |
| [AI SDR agents](https://www.gane.ai/index/gtm/sales/ai-sdr-agents/index.md) | 0% | 84 | 100% | 1 |
| [AI voice agents](https://www.gane.ai/index/gtm/customer/ai-voice-agents/index.md) | 0% | 83 | 0% | 1 |
| [Customer support and helpdesk](https://www.gane.ai/index/gtm/customer/customer-support-helpdesk/index.md) | 0% | 47 | 100% | 1 |
| [Marketing automation and campaign management](https://www.gane.ai/index/gtm/marketing/marketing-automation/index.md) | 0% | 34 | 0% | 1 |

## What the models said for it

- "Drift: The market leader for B2B pipeline acceleration. Strongest for large enterprises but very popular in mid-market due to robust reporting and AI capabilities." (Qwen 3.7 Flash, Conversational mktg)
- "Strong for B2B lead gen, AI qualification, and meeting booking. Excellent HubSpot/Salesforce integration. Great for mid-market." (Grok 4.20, Conversational mktg)
- "Drift (The Market Leader for B2B)... Choose Drift (or Salesloft Chat Agents) if you are a B2B company trying to book meetings" (GLM 4.7 FlashX, Conversational mktg)
- "The gold standard for B2B pipeline acceleration, though its premium pricing remains a barrier for mid-market firms." (Muse Glimmer 30B, Conversational mktg)

## And against it

- "The platform has been called out for both operational and security concerns... Salesloft Drift breach in August 2025 is widely cited as an example of third-party SaaS risk" (Muse Glimmer 30B, Sales engagement)
- "Drift is being sunset/wound down following its acquisition by Salesloft... This makes Drift a risky choice for new investments" (Mistral Small, Conversational mktg)
- "What to Avoid or Reconsider | Drift | Now owned by Salesloft and reportedly winding down as a standalone product." (Kimi K2, Conversational mktg)
- "I'd avoid starting a new deployment on Drift... Drift is the clearest "avoid for new deployments" example right now" (GPT-6 Luna, Conversational mktg)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 2 | 3 | 1 | 6 |
| GPT-5.4 mini | 0 | 2 | 0 | 2 | 4 |
| Gemini 3.5 Flash | 1 | 2 | 2 | 2 | 7 |
| Perplexity Sonar | 0 | 1 | 1 | 3 | 5 |
| Grok 4.20 | 2 | 0 | 2 | 4 | 8 |
| Mistral Small | 1 | 1 | 3 | 1 | 6 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 4 | 5 |
| Llama 4 Maverick | 1 | 1 | 2 | 1 | 5 |
| Qwen 3.7 Flash | 2 | 1 | 0 | 3 | 6 |
| Kimi K2 | 1 | 2 | 2 | 5 | 10 |
| GLM 4.7 FlashX | 1 | 0 | 2 | 1 | 4 |
| MiniMax M2.5 | 2 | 2 | 3 | 3 | 10 |
| GPT-6 Luna | 0 | 0 | 0 | 5 | 5 |
| Muse Glimmer 30B | 2 | 0 | 3 | 5 | 10 |

## Sources returned with these answers

The sites and pages cited by the answers that named Drift, from 219 of the 251 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 113
- softwareadvice.com: 76
- capterra.com: 73
- verifiedmarketresearch.com: 53
- storylane.io: 52
- wonderchat.io: 40
- marketbetter.ai: 34
- getapp.com: 32
- guideflow.com: 30
- tidio.com: 29

### Pages cited

- https://g2.com/categories/conversational-marketing: 83
- https://softwareadvice.com/conversational-marketing: 56
- https://verifiedmarketresearch.com/blog/top-conversational-marketing-platform-software: 51
- https://storylane.io/blog/best-conversational-marketing-software: 47
- https://capterra.com/conversational-marketing-platform-software: 41
- https://guideflow.com/blog/best-conversational-marketing-software: 28
- https://cloudtalk.io/blog/best-conversational-marketing-software: 23
- https://syndelltech.com/conversational-marketing-software.md: 23

## The company

Salesloft; http://www.salesloft.com/; Atlanta, United States; founded 2011. From Wikidata, fetched 2026-09-14.

## What it publishes

Every page drift.com exposes, read 2026-10-05: 10 addresses. By kind, pages and the last 90 days:


## Record

- Method: https://www.gane.ai/index/gtm/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/gtm.