# Conversational marketing platforms for small business buyers: 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 small B2B company. Added to the November 2026 Edition. Page: https://www.gane.ai/index/gtm/marketing/conversational-marketing/2026-11/smb **Standing:** Tidio leads with 27% of first choices; verdict contested. 52 first choices across the direct, paraphrase, budget and scale prompts. ## First-choice share | Rank | Product | Share | Negative rate | Labels | |---|---|---|---|---| | 1 | [Tidio](https://www.gane.ai/index/gtm/vendors/tidio/index.md) | 27% | 4% | 54 | | 2 | [HubSpot Conversations](https://www.gane.ai/index/gtm/vendors/hubspot-conversations/index.md) | 21% | 10% | 29 | | 3 | [Intercom](https://www.gane.ai/index/gtm/vendors/intercom/index.md) | 8% | 40% | 50 | | 4 | [HubSpot Marketing Hub](https://www.gane.ai/index/gtm/vendors/hubspot-marketing-hub/index.md) | 8% | 31% | 13 | | 5 | [Smartsupp](https://www.gane.ai/index/gtm/vendors/smartsupp/index.md) | 6% | 0% | 10 | | 7 | [Drift](https://www.gane.ai/index/gtm/vendors/drift/index.md) | 6% | 60% | 48 | | 9 | [Qualified](https://www.gane.ai/index/gtm/vendors/qualified/index.md) | 4% | 52% | 21 | | 10 | [ManyChat](https://www.gane.ai/index/gtm/vendors/manychat/index.md) | 2% | 15% | 20 | | 16 | [Crisp](https://www.gane.ai/index/gtm/vendors/crisp/index.md) | 0% | 6% | 18 | | 18 | [tawk.to](https://www.gane.ai/index/gtm/vendors/tawk-to/index.md) | 0% | 0% | 11 | | 19 | [ActiveCampaign](https://www.gane.ai/index/gtm/vendors/activecampaign/index.md) | 0% | 23% | 13 | | 27 | [Chatfuel](https://www.gane.ai/index/gtm/vendors/chatfuel/index.md) | 0% | 33% | 12 | Rank is by share of first choices among all 96 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; alternatives Olark, Tidio - GPT-5.4 mini: HubSpot Marketing Hub; alternatives Tidio - Gemini 3.5 Flash: HubSpot Conversations; alternatives Crisp, Intercom, Tidio, Zoho SalesIQ - Perplexity Sonar: HubSpot Conversations; alternatives Tidio, Wonderchat - Grok 4.20: Drift, HubSpot Marketing Hub; alternatives ActiveCampaign, Tidio - Mistral Small: Drift, HubSpot Marketing Hub; alternatives ActiveCampaign, Qualified, Tidio - DeepSeek V4 Flash: HubSpot Conversations; alternatives Intercom, Tidio - Llama 4 Maverick: no first choice - Qwen 3.7 Flash: Intercom; alternatives Crisp, Tidio, Typeform - Kimi K2: HubSpot Chatbot Builder; alternatives Intercom, Tidio - GLM 4.7 FlashX: HubSpot Conversations; alternatives Intercom - MiniMax M2.5: Qualified; alternatives ActiveCampaign, Drift, HubSpot Marketing Hub, Typeform - GPT-6 Luna: HubSpot Conversations; alternatives Drift, Intercom - Muse Glimmer 30B: Fin, formerly Intercom, HubSpot Chat, HubSpot Marketing Hub; alternatives Qualified ## 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: 42 answers, 71 citations - softwareadvice.com: 39 answers, 54 citations - capterra.com: 35 answers, 50 citations - spotsaas.com: 28 answers, 31 citations - guideflow.com: 22 answers, 22 citations - cloudtalk.io: 21 answers, 21 citations - wonderchat.io: 20 answers, 27 citations - tidio.com: 19 answers, 29 citations Pages named in the most answers: - https://g2.com/categories/conversational-marketing (31 answers) - https://capterra.com/conversational-marketing-platform-software?page=2 (28 answers) - https://spotsaas.com/list/conversational-marketing-software/for-small-business (28 answers) - https://softwareadvice.com/conversational-marketing/small-business (22 answers) - https://cloudtalk.io/blog/best-conversational-marketing-software (21 answers) - https://guideflow.com/blog/best-conversational-marketing-software (21 answers) - https://softwareadvice.com/conversational-marketing (15 answers) - https://syndelltech.com/conversational-marketing-software.md (15 answers) - https://thecmo.com/tools/best-conversational-marketing-platform (14 answers) - https://getapp.com/marketing-software/conversational-marketing-platform/org/small-business (13 answers) ## Warned against - Drift: 29 of 48 labels negative. "Custom pricing generally means minimum commitments and sales-led onboarding that is not realistic for a lean budget." (Muse Glimmer 30B, negative prompt) - Intercom: 20 of 50 labels negative. "Why to avoid it: Intercom is one of the most commonly cited platforms that's a poor fit for small businesses." (DeepSeek V4 Flash, negative prompt) - Birdeye: 6 of 12 labels negative. "Expensive for small teams, inconsistent service/communication, difficult contract cancellation" (Grok 4.20, negative prompt) - LivePerson: 5 of 6 labels negative. "Custom pricing generally means minimum commitments and sales-led onboarding that is not realistic for a lean budget." (Muse Glimmer 30B, negative prompt) ## Movement since October 2026 Floor: 11 points of share, measured on the calibration repeat. Same leader: Tidio at 27%. - Tidio: 33% to 27%, −6. Inside the floor by 5 points · rank 1 of 96, unchanged. - HubSpot Marketing Hub: 2% to 8%, +6. Inside the floor by 5 points · rank 18 → 4 of 96. - HubSpot Conversations: 16% to 21%, +5. Inside the floor by 6 points · rank 2 of 96, unchanged. - Qualified: 0% to 4%, +4. Inside the floor by 7 points · rank 72 → 9 of 96. - Intercom: 5% to 8%, +3. Inside the floor by 8 points · rank 6 → 3 of 96. - ManyChat: 5% to 2%, −3. Inside the floor by 8 points · rank 3 → 10 of 96. - Smartsupp: 4% to 6%, +2. Inside the floor by 9 points · rank 8 → 5 of 96. - Crisp: 2% to 0%, −2. Inside the floor by 9 points · rank 10 → 16 of 96. - tawk.to: 2% to 0%, −2. Inside the floor by 9 points · rank 12 → 18 of 96. - ChatBot.com: 2% to 0%, −2. Inside the floor by 9 points · rank 11 → 31 of 96. - Drift: 5% to 6%, +1. Inside the floor by 10 points · rank 7 of 96, unchanged. - ActiveCampaign: 0% to 0%, ±0. New · not ranked in October 2026 · rank 19 of 96. ## 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.