# Community platforms for enterprise buyers: what AI models recommend, September 2026

Gane Index, September 2026 Edition. Asked as "customer community platform" and as "online community software for customers", six framings each, to twelve models with search on, on behalf of an enterprise B2B company. Page: https://www.gane.ai/index/gtm/customer/community-platforms/2026-09/enterprise

This is the permanent record of the September 2026 Edition, published September 15, 2026 and superseded since. The current standing: https://www.gane.ai/index/gtm/customer/community-platforms/enterprise/index.md

**Standing:** Higher Logic Vanilla leads with 40% of first choices; verdict clear leader. 52 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Higher Logic Vanilla](https://www.gane.ai/index/gtm/vendors/higher-logic-vanilla/index.md) | 40% | 9% | 57 |
| 2 | [Salesforce Experience Cloud](https://www.gane.ai/index/gtm/vendors/salesforce-experience-cloud/index.md) | 15% | 35% | 54 |
| 3 | [Khoros Communities](https://www.gane.ai/index/gtm/vendors/khoros-communities/index.md) | 13% | 25% | 55 |
| 4 | [Gainsight Customer Communities](https://www.gane.ai/index/gtm/vendors/gainsight-customer-communities/index.md) | 12% | 7% | 41 |
| 5 | [Discourse](https://www.gane.ai/index/gtm/vendors/discourse/index.md) | 6% | 20% | 25 |
| 6 | [Bettermode](https://www.gane.ai/index/gtm/vendors/bettermode/index.md) | 4% | 30% | 23 |
| 10 | [Circle](https://www.gane.ai/index/gtm/vendors/circle/index.md) | 2% | 53% | 19 |
| 11 | [Zendesk Community](https://www.gane.ai/index/gtm/vendors/zendesk-community/index.md) | 0% | 0% | 17 |

Rank is by share of first choices among all 42 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: Khoros Communities, Salesforce Experience Cloud; alternatives Circle, Higher Logic
- GPT-5.4 mini: Salesforce Experience Cloud; alternatives Discourse, Higher Logic Vanilla
- Gemini 3.5 Flash: Gainsight Customer Communities; alternatives Bettermode, Discourse, Higher Logic Vanilla, Salesforce Experience Cloud
- Perplexity Sonar: Gainsight Customer Communities, Higher Logic Vanilla; alternatives Salesforce Experience Cloud
- Grok 4.20: Higher Logic Vanilla; alternatives Gainsight Customer Communities, Khoros Communities, Salesforce Experience Cloud
- Mistral Small: Gainsight Customer Communities, Higher Logic Vanilla; alternatives Circle, Discourse, Khoros Communities
- DeepSeek V4 Flash: Higher Logic Vanilla; alternatives Bettermode, Gainsight Customer Communities, Influitive, Khoros Communities
- Llama 4 Maverick: Higher Logic Vanilla; alternatives Hivebrite, Salesforce Experience Cloud
- Qwen 3.7 Flash: Higher Logic Vanilla, Khoros Communities
- Kimi K2: Higher Logic Vanilla; alternatives Bettermode, Discourse, Gainsight Customer Communities, Khoros Communities
- GLM 4.7 FlashX: Gainsight Customer Communities; alternatives Higher Logic Vanilla, Influitive, Khoros Communities
- MiniMax M2.5: Higher Logic Vanilla; alternatives Gainsight Customer Communities, Khoros Communities, Salesforce Experience Cloud

## Sources the answers cite

21 of 72 answers came back with a source list, from 4 of 12 models. Sites named in the most answers:

- higherlogic.com: 16 answers, 28 citations
- cxtoday.com: 13 answers, 17 citations
- bettermode.com: 11 answers, 15 citations
- guideflow.com: 10 answers, 14 citations
- gainsight.com: 7 answers, 11 citations
- gartner.com: 6 answers, 7 citations
- thecmo.com: 6 answers, 7 citations
- learn.g2.com: 5 answers, 5 citations

Pages named in the most answers:

- https://cxtoday.com/community-social-engagement/customer-community-platforms-2026 (12 answers)
- https://higherlogic.com/blog/online-community-software (10 answers)
- https://guideflow.com/blog/customer-community-software (10 answers)
- https://gartner.com/reviews/market/b2b-customer-community-platforms (6 answers)
- https://thecmo.com/tools/customer-community-software (6 answers)
- https://bettermode.com/blog/all-in-one-community-platform (6 answers)
- https://higherlogic.com/vanilla (5 answers)
- https://standingongiants.com/blog/community-platform-comparison-10-leading-platforms-reviewed-2026 (5 answers)
- https://learn.g2.com/best-online-community-management-software (4 answers)
- https://zendikt.com/top-10-community-software (4 answers)

## Warned against

- Salesforce Experience Cloud: 19 of 54 labels negative. "Avoid platforms with per-user pricing (like Salesforce Experience Cloud at $2–$5 per login/member)" (Kimi K2, budget prompt)
- Khoros Communities: 14 of 55 labels negative. "Khoros' customization options are limited and resource-intensive... glitches and platform instability can disrupt workflows" (Claude Haiku 4.5, negative prompt)
- Circle: 10 of 19 labels negative. "Platforms to Avoid (Unsuitable for most large enterprises): Circle, Mighty Networks, Bettermode (formerly Tribe)" (Grok 4.20, negative prompt)
- Mighty Networks: 6 of 8 labels negative. "similarly consumer/membership oriented, with the same kinds of limitations around enterprise search, control, and integrations" (Perplexity Sonar, negative prompt)

## Record

- Method: https://www.gane.ai/index/gtm/methodology
- License: CC BY 4.0. Cite as Gane Index, September 2026 Edition, www.gane.ai/index/gtm.