# Drift vs Qualified: which do AI models recommend for conversational mktg, October 2026

GTM AI Recommendation Index, October 2026 Edition, Conversational marketing platforms. One of fourteen models named Drift first on the direct prompt; one named Qualified. Page: https://gtm-ai-index.com/marketing/conversational-marketing/drift-vs-qualified/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Drift | 9% | #3 of 9 | 53% | 55 | 14 of 14 |
| Qualified | 8% | #4 of 9 | 6% | 33 | 13 of 14 |

## The direct prompt, model by model

- Qwen 3.7 Flash: drift first (first choices: Drift) (alternatives: HubSpot Conversations, Intercom, Knock.ai, Wonderchat)
- Kimi K2: qualified first (first choices: Intercom, Qualified) (alternatives: Freshdesk)
- Claude Haiku 4.5: neither first, one named (first choices: Intercom) (alternatives: Crisp, HubSpot Breeze, HubSpot Marketing Hub, Qualified, Tidio, Zoho SalesIQ)
- GPT-5.4 mini: neither first, one named (first choices: HubSpot Marketing Hub) (alternatives: Drift, Qualified)
- Gemini 3.5 Flash: neither first, one named (first choices: HubSpot Marketing Hub) (alternatives: Intercom, Qualified, Salesforce Agentforce, Salesloft AI Chat)
- Perplexity Sonar: neither first, one named (first choices: HubSpot Marketing Hub) (alternatives: Drift)
- Grok 4.1 Fast: neither first, one named (first choices: HubSpot Marketing, HubSpot Service Hub) (alternatives: Intercom, Qualified)
- Mistral Small: neither first, one named (first choices: Intercom) (alternatives: Qualified)
- DeepSeek V4 Flash: neither first, one named (first choices: Freshchat) (alternatives: Intercom, Qualified)
- Llama 4 Maverick: neither first, one named (first choices: HubSpot Conversations) (alternatives: Genesys Cloud CX, Qualified)
- GPT-6 Luna: neither first, one named (first choices: HubSpot Conversations) (alternatives: Intercom, Qualified)
- Muse Glimmer 30B: neither first, one named (first choices: Intercom) (alternatives: Drift, Freshdesk Freshchat, HubSpot Chat, Qualified)
- GLM 4.7 FlashX: neither named (first choices: Intercom) (alternatives: Rework)
- MiniMax M2.5: neither named (first choices: Freshchat) (alternatives: Intercom)

## What the models said about Drift

- "the main one to be cautious about is Drift, because multiple recent sources say it is being sunset/wound down after Salesloft's acquisition" (Perplexity Sonar, negative prompt, hard negative)
- "A supply-chain attack in August 2025 exploited OAuth tokens issued to the Salesloft Drift integration with Salesforce and Google Workspace." (Muse Glimmer 30B, negative prompt, hard negative)
- "Drift, the long-time pioneer of this space, has been officially sunset by Clari + Salesloft... Do not purchase legacy Drift." (Gemini 3.5 Flash, scale prompt, hard negative)
- "Choose Drift (Salesloft/1Mind) or Qualified if you are a B2B enterprise company with active sales development representative (SDR) teams." (Gemini 3.5 Flash, comparative prompt, first choice)
- "Drift defined the modern "greet → qualify → book meeting" playbook... making it a go‑to for outbound‑oriented B2B teams." (GLM 4.7 FlashX, comparative prompt, first choice)
- "The gold standard for B2B pipeline acceleration, but premium pricing is a barrier for mid-market and smaller companies." (Kimi K2, comparative prompt, first choice)

## What the models said about Qualified

- "Qualified, another major B2B player, was acquired by Salesforce. Its conversational AI capabilities (formerly "Piper") are now integrated directly into Salesforce's Agentforce." (Gemini 3.5 Flash, scale prompt, soft negative)
- "More expensive (quote-based, starting around $40K-68K/year)" (GLM 4.7 FlashX, direct prompt, soft negative)
- "with Qualified as the default choice if your primary goal is *more meetings and sales-qualified conversations*" (Perplexity Sonar, paraphrase prompt, first choice)
- "For mid-sized companies specifically, Drift or Qualified are typically the strongest choices" (Claude Haiku 4.5, paraphrase prompt, first choice)
- "if you need pipeline chat and visitor de-anonymization, a Drift/Qualified-type engine fits" (Muse Glimmer 30B, comparative prompt, first choice)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.