# Contact center platforms: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "contact center platform" and as "cloud contact center software (CCaaS)", 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/customer/contact-center-platforms/2026-11

**Standing:** CloudTalk leads with 21% of first choices; verdict contested. 47 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [CloudTalk](https://www.gane.ai/index/gtm/vendors/cloudtalk/index.md) | 21% | 0% | 21 |
| 2 | [Talkdesk](https://www.gane.ai/index/gtm/vendors/talkdesk/index.md) | 13% | 6% | 47 |
| 3 | [Genesys Cloud CX](https://www.gane.ai/index/gtm/vendors/genesys-cloud-cx/index.md) | 13% | 29% | 58 |
| 4 | [Five9](https://www.gane.ai/index/gtm/vendors/five9/index.md) | 9% | 20% | 55 |
| 7 | [Amazon Connect](https://www.gane.ai/index/gtm/vendors/amazon-connect/index.md) | 4% | 21% | 28 |
| 8 | [Aircall](https://www.gane.ai/index/gtm/vendors/aircall/index.md) | 4% | 22% | 23 |
| 10 | [Nextiva Contact Center](https://www.gane.ai/index/gtm/vendors/nextiva-contact-center/index.md) | 2% | 4% | 24 |
| 11 | [Dialpad Ai Contact Center](https://www.gane.ai/index/gtm/vendors/dialpad-ai-contact-center/index.md) | 2% | 6% | 17 |
| 12 | [Zendesk Contact Center](https://www.gane.ai/index/gtm/vendors/zendesk-contact-center/index.md) | 2% | 12% | 16 |
| 13 | [RingCentral Contact Center](https://www.gane.ai/index/gtm/vendors/ringcentral-contact-center/index.md) | 2% | 10% | 10 |
| 19 | [NICE CXone](https://www.gane.ai/index/gtm/vendors/nice-cxone/index.md) | 0% | 21% | 33 |
| 20 | [Salesforce Service Cloud](https://www.gane.ai/index/gtm/vendors/salesforce-service-cloud/index.md) | 0% | 25% | 20 |

Rank is by share of first choices among all 111 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: CloudTalk; alternatives Aloware, RingCentral RingCX, Talkdesk
- GPT-5.4 mini: Genesys Cloud CX; alternatives Five9, Talkdesk
- Gemini 3.5 Flash: Talkdesk; alternatives Five9, Genesys Cloud CX, Zoom Contact Center
- Perplexity Sonar: Nextiva Contact Center; alternatives CloudTalk, Five9, Talkdesk
- Grok 4.20: Talkdesk; alternatives Five9, RingCentral Contact Center, Salesforce Service Cloud, Zendesk Contact Center
- Mistral Small: CloudTalk, Five9; alternatives Aircall, Genesys Cloud CX, Salesforce Service Cloud
- DeepSeek V4 Flash: CloudTalk; alternatives Aircall, Talkdesk
- Llama 4 Maverick: CloudTalk; alternatives Five9, Genesys Cloud CX, JustCall, Talkdesk
- Qwen 3.7 Flash: CloudTalk; alternatives Aloware, Five9, Freshdesk Contact Center, RingCentral MVP
- Kimi K2: Aircall, CloudTalk; alternatives Salesforce Service Cloud, Zendesk Talk
- GLM 4.7 FlashX: Puzzel; alternatives CloudTalk, Genesys Cloud CX, Salesforce Service Cloud, Zendesk Contact Center
- MiniMax M2.5: CloudTalk; alternatives Five9, Genesys Cloud CX, Salesforce Service Cloud, Talkdesk
- GPT-6 Luna: Genesys Cloud CX; alternatives Five9, Talkdesk, Zendesk Contact Center
- Muse Glimmer 30B: CloudTalk; alternatives Five9, Genesys Cloud CX, Salesforce Service Cloud, Talkdesk

## Sources the answers cite

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

- nextiva.com: 32 answers, 48 citations
- softwareadvice.com: 31 answers, 37 citations
- cloudtalk.io: 19 answers, 23 citations
- dialpad.com: 18 answers, 19 citations
- ringcentral.com: 17 answers, 26 citations
- g2.com: 16 answers, 36 citations
- callcenterstudio.com: 15 answers, 15 citations
- justcall.io: 12 answers, 12 citations

Pages named in the most answers:

- https://softwareadvice.com/contact-center (22 answers)
- https://nextiva.com/blog/contact-center-software.html (20 answers)
- https://cloudtalk.io/blog/best-contact-center-software-for-mid-market-teams (17 answers)
- https://dialpad.com/blog/contact-center-software (15 answers)
- https://justcall.io/hub/best-software/contact-center (11 answers)
- https://huggingface.co/gamlin/call-center-software-comparison (10 answers)
- https://learn.g2.com/best-contact-center-software (10 answers)
- https://forbes.com/advisor/business/software/best-call-center-software (9 answers)
- https://nextiva.com/blog/call-center-software.html (9 answers)
- https://yellow.ai/contact-center-software (9 answers)

## Warned against

- Genesys Cloud CX: 17 of 58 labels negative. "The contact center platforms to be cautious about or avoid are Genesys Cloud CX, NICE CXone, Avaya, and Salesforce." (Llama 4 Maverick, negative prompt)
- Avaya Infinity: 10 of 12 labels negative. "dropping support for several legacy hardware/software lines and winding down smaller deployments (<200 seats) on certain platforms" (Gemini 3.5 Flash, negative prompt)
- Five9: 11 of 55 labels negative. "Enterprise platforms like Five9 ($119+/seat, 50-seat minimum) ... are not suitable for budget-constrained teams" (DeepSeek V4 Flash, budget prompt)
- NICE CXone: 7 of 33 labels negative. "to be cautious about or avoid are Genesys Cloud CX, NICE CXone, Avaya, and Salesforce" (Llama 4 Maverick, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
New leader: Five9 (18%) to CloudTalk (21%). Margin 12 points, beyond the floor.

- CloudTalk: 12% to 21%, +9. Inside the floor by 2 points · rank 3 → 1 of 111.
- Five9: 18% to 9%, −9. Inside the floor by 2 points · rank 1 → 4 of 111.
- Dialpad Ai Contact Center: 9% to 2%, −7. Inside the floor by 4 points · rank 4 → 11 of 111.
- Genesys Cloud CX: 7% to 13%, +6. Inside the floor by 5 points · rank 6 → 3 of 111.
- NICE CXone: 4% to 0%, −4. Inside the floor by 7 points · rank 9 → 19 of 111.
- LiveAgent: 9% to 6%, −3. Inside the floor by 8 points · rank 5 of 111, unchanged.
- Aircall: 2% to 4%, +2. Inside the floor by 9 points · rank 14 → 8 of 111.
- RingCentral Contact Center: 0% to 2%, +2. Inside the floor by 9 points · rank 19 → 13 of 111.
- Twilio Flex: 0% to 2%, +2. Inside the floor by 9 points · rank 22 → 18 of 111.
- Zoom Contact Center: 2% to 0%, −2. Inside the floor by 9 points · rank 12 → 21 of 111.
- Talkdesk: 12% to 13%, +1. Inside the floor by 10 points · rank 2 of 111, unchanged.
- Amazon Connect: 4% to 4%, ±0. Inside the floor by 11 points · rank 10 → 7 of 111.

## 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.