# Conversational marketing platforms: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "conversational marketing platform" and as "website chat for converting B2B visitors into pipeline", six framings each, to fourteen models with search on, on behalf of a mid-market B2B company. Added to the November 2026 Edition. Page: https://www.gane.ai/index/gtm/marketing/conversational-marketing

**Standing:** Qualified leads with 25% of first choices; verdict contested. 56 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Qualified](https://www.gane.ai/index/gtm/vendors/qualified/index.md) | 25% | 2% | 47 |
| 2 | [Tidio](https://www.gane.ai/index/gtm/vendors/tidio/index.md) | 20% | 12% | 40 |
| 3 | [Intercom](https://www.gane.ai/index/gtm/vendors/intercom/index.md) | 16% | 18% | 56 |
| 4 | [Drift](https://www.gane.ai/index/gtm/vendors/drift/index.md) | 12% | 49% | 59 |
| 5 | [HubSpot Conversations](https://www.gane.ai/index/gtm/vendors/hubspot-conversations/index.md) | 7% | 0% | 21 |
| 8 | [HubSpot Marketing Hub](https://www.gane.ai/index/gtm/vendors/hubspot-marketing-hub/index.md) | 2% | 0% | 20 |
| 15 | [ManyChat](https://www.gane.ai/index/gtm/vendors/manychat/index.md) | 0% | 17% | 18 |
| 16 | [ActiveCampaign](https://www.gane.ai/index/gtm/vendors/activecampaign/index.md) | 0% | 10% | 10 |

Rank is by share of first choices among all 108 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: HubSpot Conversations, Intercom; alternatives Freshdesk's Freshchat, Knock, Qualified
- GPT-5.4 mini: HubSpot Conversations; alternatives Drift, Intercom, Qualified
- Gemini 3.5 Flash: Qualified; alternatives Drift, HubSpot Conversations, Intercom, ZoomInfo Chat
- Perplexity Sonar: HubSpot Conversations; alternatives Conversica, Intercom, Qualified
- Grok 4.20: Intercom; alternatives Chili Piper, HubSpot Conversational Tools, Landbot, Qualified
- Mistral Small: Intercom; alternatives ActiveCampaign, HubSpot Marketing Hub, Qualified
- DeepSeek V4 Flash: Qualified; alternatives HubSpot Conversations, Intercom
- Llama 4 Maverick: Qualified; alternatives Intercom
- Qwen 3.7 Flash: Intercom, Qualified; alternatives MarketBetter
- Kimi K2: Warmly; alternatives HubSpot Chatbot, Intercom, Qualified
- GLM 4.7 FlashX: Qualified; alternatives ActiveCampaign, Birdeye, HubSpot Marketing Hub, Intercom
- MiniMax M2.5: Qualified, Warmly; alternatives Conversica
- GPT-6 Luna: HubSpot Conversations; alternatives Qualified
- Muse Glimmer 30B: Qualified; alternatives HubSpot Chatbot, Intercom, MarketBetter, Warmly

## Sources the answers cite

76 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- g2.com: 46 answers, 74 citations
- softwareadvice.com: 31 answers, 42 citations
- capterra.com: 27 answers, 40 citations
- verifiedmarketresearch.com: 25 answers, 25 citations
- storylane.io: 22 answers, 23 citations
- wonderchat.io: 14 answers, 24 citations
- 1mind.com: 14 answers, 15 citations
- getapp.com: 13 answers, 18 citations

Pages named in the most answers:

- https://g2.com/categories/conversational-marketing (30 answers)
- https://softwareadvice.com/conversational-marketing (25 answers)
- https://verifiedmarketresearch.com/blog/top-conversational-marketing-platform-software (25 answers)
- https://storylane.io/blog/best-conversational-marketing-software (19 answers)
- https://cloudtalk.io/blog/best-conversational-marketing-software (13 answers)
- https://guideflow.com/blog/best-conversational-marketing-software (13 answers)
- https://thecmo.com/tools/best-conversational-marketing-platform (12 answers)
- https://1mind.com/blog-articles/the-6-best-conversational-marketing-platforms-in-2026 (11 answers)
- https://syndelltech.com/conversational-marketing-software.md (11 answers)
- https://learn.g2.com/best-conversational-marketing-software (9 answers)

## Warned against

- Drift: 29 of 59 labels negative. "Drift is being sunset/wound down following its acquisition by Salesloft... This makes Drift a risky choice for new investments" (Mistral Small, negative prompt)
- Intercom: 10 of 56 labels negative. "Avoid enterprise-level platforms like Intercom or Drift (now owned by Salesloft), which get expensive quickly" (Gemini 3.5 Flash, budget prompt)
- Tidio: 5 of 40 labels negative. "Reasonable for small businesses and basic chat, but be cautious if you expect complex B2B qualification" (Perplexity Sonar, negative prompt)
- Yellow.ai: 3 of 3 labels negative. "Why to avoid: - Atrocious support - extremely difficult to contact" (GLM 4.7 FlashX, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
New leader: Tidio (13%) to Qualified (25%). Margin 5 points, within noise.

- Qualified: 8% to 25%, +17. Cleared the floor by 6 points · rank 4 → 1 of 108.
- Tidio: 13% to 20%, +7. Inside the floor by 4 points · rank 1 → 2 of 108.
- Intercom: 11% to 16%, +5. Inside the floor by 6 points · rank 2 → 3 of 108.
- HubSpot Marketing Hub: 6% to 2%, −4. Inside the floor by 7 points · rank 6 → 8 of 108.
- 1mind: 4% to 0%, −4. Inside the floor by 7 points · rank 9 → 19 of 108.
- Drift: 9% to 12%, +3. Inside the floor by 8 points · rank 3 → 4 of 108.
- ManyChat: 2% to 0%, −2. Inside the floor by 9 points · rank 12 → 15 of 108.
- Crisp: 2% to 0%, −2. Inside the floor by 9 points · rank 13 → 22 of 108.
- HubSpot Conversations: 8% to 7%, −1. Inside the floor by 10 points · rank 5 of 108, unchanged.
- ActiveCampaign: 0% to 0%, ±0. Inside the floor by 11 points · rank 31 → 16 of 108.

## 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.