# Chatbots and conversational AI for support for enterprise buyers: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "customer support chatbot platform" and as "conversational AI tool for customer service", six framings each, to fourteen models with search on, on behalf of an enterprise B2B company. Page: https://www.gane.ai/index/gtm/customer/chatbots-and-conversational-ai-for-support/2026-11/enterprise

**Standing:** Intercom Fin AI Agent leads with 25% of first choices; verdict contested. 51 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Intercom Fin AI Agent](https://www.gane.ai/index/gtm/vendors/intercom-fin-ai-agent/index.md) | 25% | 22% | 58 |
| 2 | [Zendesk AI](https://www.gane.ai/index/gtm/vendors/zendesk-ai/index.md) | 14% | 17% | 46 |
| 3 | [Cognigy](https://www.gane.ai/index/gtm/vendors/cognigy/index.md) | 8% | 5% | 22 |
| 4 | [Salesforce Service Cloud](https://www.gane.ai/index/gtm/vendors/salesforce-service-cloud/index.md) | 6% | 0% | 14 |
| 5 | [Kore.ai](https://www.gane.ai/index/gtm/vendors/kore-ai/index.md) | 4% | 9% | 35 |
| 6 | [Salesforce Agentforce for Service](https://www.gane.ai/index/gtm/vendors/salesforce-agentforce-for-service/index.md) | 4% | 8% | 25 |
| 7 | [Microsoft Copilot Studio](https://www.gane.ai/index/gtm/vendors/microsoft-copilot-studio/index.md) | 4% | 0% | 11 |
| 11 | [Ada](https://www.gane.ai/index/gtm/vendors/ada/index.md) | 2% | 12% | 26 |
| 12 | [IBM watsonx Assistant](https://www.gane.ai/index/gtm/vendors/ibm-watsonx-assistant/index.md) | 2% | 0% | 13 |
| 14 | [Yellow.ai](https://www.gane.ai/index/gtm/vendors/yellow-ai/index.md) | 2% | 12% | 16 |
| 15 | [LivePerson](https://www.gane.ai/index/gtm/vendors/liveperson/index.md) | 2% | 13% | 15 |
| 23 | [Google Dialogflow CX](https://www.gane.ai/index/gtm/vendors/google-dialogflow-cx/index.md) | 0% | 12% | 16 |

Rank is by share of first choices among all 137 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: Zendesk AI; alternatives Ada, Intercom Fin AI Agent, Plain, Pylon
- GPT-5.4 mini: Salesforce Agentforce for Service, Zendesk AI; alternatives Genesys Cloud CX, IBM watsonx Assistant, Intercom Fin AI Agent, LivePerson
- Gemini 3.5 Flash: no first choice; alternatives Ada, Intercom Fin AI Agent, Kore.ai, Plain
- Perplexity Sonar: Zendesk AI; alternatives Cognigy, Comm100, Intercom Fin AI Agent, Kore.ai
- Grok 4.20: Intercom Fin AI Agent, Zendesk for Customer Service; alternatives IBM watsonx Assistant, Kore.ai, LivePerson, Microsoft Azure AI Bot Service
- Mistral Small: Intercom Fin AI Agent, Zendesk AI; alternatives IBM watsonx Orchestrate, Microsoft Azure AI Bot Service, Wonderchat
- DeepSeek V4 Flash: Intercom Fin AI Agent; alternatives Ada, Cognigy, Google Dialogflow CX, Kore.ai
- Llama 4 Maverick: Pylon; alternatives Comm100, Intercom Fin AI Agent, Zendesk AI
- Qwen 3.7 Flash: Zendesk AI; alternatives Intercom Fin AI Agent, Kore.ai, Microsoft Azure AI Bot Service, Salesforce Agentforce for Service
- Kimi K2: Intercom Fin AI Agent, TeamSupport; alternatives IBM watsonx Assistant, Microsoft Copilot Studio, Yellow.ai, Zendesk AI
- GLM 4.7 FlashX: Intercom Fin AI Agent; alternatives IBM watsonx Assistant, Kore.ai, Salesforce Einstein, Zendesk AI
- MiniMax M2.5: Intercom Fin AI Agent, Yellow.ai; alternatives IBM watsonx Assistant, Kore.ai, Moveworks, Qualified
- GPT-6 Luna: Zendesk AI Agents; alternatives Intercom Fin AI Agent, Salesforce Agentforce for Service
- Muse Glimmer 30B: Intercom Fin AI Agent; alternatives Comm100, Salesforce Service Cloud, TeamSupport, Zendesk AI

## Sources the answers cite

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

- sobot.io: 22 answers, 31 citations
- wonderchat.io: 21 answers, 26 citations
- comm100.com: 19 answers, 19 citations
- learn.g2.com: 19 answers, 19 citations
- capterra.com: 16 answers, 18 citations
- rasa.com: 16 answers, 18 citations
- yellow.ai: 16 answers, 18 citations
- intercom.com: 15 answers, 24 citations

Pages named in the most answers:

- https://learn.g2.com/best-conversational-support-platforms-for-customer-service (17 answers)
- https://comm100.com/blog/best-enterprise-ai-chatbots (15 answers)
- https://stackai.com/blog/top-enterprise-chatbot-solutions-to-consider (10 answers)
- https://wonderchat.io/blog/best-chatbot-tools-enterprise (10 answers)
- https://eesel.ai/blog/chatbot-for-enterprises (9 answers)
- https://guideflow.com/blog/enterprise-chatbot-platform (9 answers)
- https://qiscus.com/en/blog/best-chatbot-for-customer-service (9 answers)
- https://sobot.io/blog/enterprise-ai-chatbot-platforms (8 answers)
- https://wonderchat.io/blog/b2b-ai-platform-comparison (8 answers)
- https://sitegpt.ai/blog/enterprise-ai-chatbot-solutions (7 answers)

## Warned against

- Intercom Fin AI Agent: 13 of 58 labels negative. "Intercom Fin, many low‑effort SaaS chatbots, and developer‑only open‑source frameworks (Rasa, Dialogflow, etc.) can work in the right context, but they often require significant custom work" (GLM 4.7 FlashX, negative prompt)
- Tidio: 6 of 6 labels negative. "Large enterprises should avoid—or exercise extreme caution with—the following four categories... Platforms like Tidio, ManyChat, Chatfuel, or Gorgias." (Gemini 3.5 Flash, negative prompt)
- Zendesk AI: 8 of 46 labels negative. "Zendesk AI | $19/agent/month + $1.50-2.00/resolution | Per-agent + per-resolution fees add up fast" (Kimi K2, budget prompt)
- ManyChat: 3 of 4 labels negative. "Why avoid for enterprise: Built primarily for Facebook Messenger and Instagram marketing automation, not customer support at scale." (DeepSeek V4 Flash, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Intercom Fin AI Agent at 25%.

- Cognigy: 4% to 8%, +4. Inside the floor by 7 points · rank 7 → 3 of 137.
- Salesforce Service Cloud: 2% to 6%, +4. Inside the floor by 7 points · rank 11 → 4 of 137.
- Kore.ai: 8% to 4%, −4. Inside the floor by 7 points · rank 3 → 5 of 137.
- Salesforce Agentforce for Service: 8% to 4%, −4. Inside the floor by 7 points · rank 4 → 6 of 137.
- Ada: 6% to 2%, −4. Inside the floor by 7 points · rank 5 → 11 of 137.
- Zendesk AI: 16% to 14%, −2. Inside the floor by 9 points · rank 2 of 137, unchanged.
- Yellow.ai: 0% to 2%, +2. Inside the floor by 9 points · rank 20 → 14 of 137.
- LivePerson: 0% to 2%, +2. Inside the floor by 9 points · rank 27 → 15 of 137.
- Botpress: 2% to 0%, −2. Inside the floor by 9 points · rank 12 → 37 of 137.
- Freshworks Freddy AI Agent: 2% to 0%, −2. Not named this edition · was rank 10 of 112.
- Intercom Fin AI Agent: 24% to 25%, +1. Inside the floor by 10 points · rank 1 of 137, unchanged.
- Microsoft Copilot Studio: 4% to 4%, ±0. Inside the floor by 11 points · rank 8 → 7 of 137.

## 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.