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

Gane Index, October 2026 Edition. Asked as "customer community platform" and as "online community software for customers", six framings each, to fourteen models with search on, on behalf of an enterprise B2B company. Page: https://www.gane.ai/index/gtm/customer/community-platforms/2026-10/enterprise

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since.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 29% of first choices; verdict contested. 55 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) | 29% | 6% | 48 |
| 2 | [Gainsight Customer Communities](https://www.gane.ai/index/gtm/vendors/gainsight-customer-communities/index.md) | 15% | 7% | 45 |
| 3 | [Khoros Communities](https://www.gane.ai/index/gtm/vendors/khoros-communities/index.md) | 15% | 31% | 59 |
| 4 | [Bettermode](https://www.gane.ai/index/gtm/vendors/bettermode/index.md) | 13% | 28% | 36 |
| 5 | [Discourse](https://www.gane.ai/index/gtm/vendors/discourse/index.md) | 11% | 14% | 29 |
| 6 | [Salesforce Experience Cloud](https://www.gane.ai/index/gtm/vendors/salesforce-experience-cloud/index.md) | 11% | 39% | 54 |
| 10 | [Sprinklr](https://www.gane.ai/index/gtm/vendors/sprinklr/index.md) | 0% | 18% | 11 |
| 11 | [Zendesk Community](https://www.gane.ai/index/gtm/vendors/zendesk-community/index.md) | 0% | 18% | 11 |
| 67 | [Circle](https://www.gane.ai/index/gtm/vendors/circle/index.md) | 0% | 65% | 23 |
| 68 | [Mighty Networks](https://www.gane.ai/index/gtm/vendors/mighty-networks/index.md) | 0% | 80% | 15 |

Rank is by share of first choices among all 68 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: Gainsight Customer Communities, Higher Logic Vanilla; alternatives Bettermode, Khoros Communities, Salesforce Experience Cloud
- GPT-5.4 mini: Gainsight Customer Communities; alternatives Higher Logic Vanilla, Khoros Communities, Salesforce Experience Cloud
- Gemini 3.5 Flash: Salesforce Experience Cloud; alternatives Discourse, Gainsight Customer Communities, Higher Logic Vanilla, Khoros Communities
- Perplexity Sonar: Gainsight Customer Communities; alternatives Bettermode, Higher Logic Vanilla
- Grok 4.20: Salesforce Experience Cloud; alternatives Gainsight PX Communities, Khoros Communities, Zendesk Sunshine Communities
- Mistral Small: Bettermode; alternatives Gainsight Customer Communities, Higher Logic Vanilla, Zoho CommunitySpaces
- DeepSeek V4 Flash: Higher Logic Vanilla; alternatives Gainsight Customer Communities, Khoros Communities, Salesforce Experience Cloud
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Higher Logic Vanilla; alternatives Bettermode, Discourse, Khoros Aurora, Salesforce Experience Cloud
- Kimi K2: Higher Logic Vanilla; alternatives Gainsight Customer Communities, Khoros Communities
- GLM 4.7 FlashX: Higher Logic Vanilla; alternatives Gainsight Customer Communities, Khoros Communities, Salesforce Experience Cloud, Zoho CommunitySpaces
- MiniMax M2.5: Bettermode; alternatives Gainsight Customer Communities
- GPT-6 Luna: Gainsight Customer Communities; alternatives Higher Logic Vanilla, Khoros Communities, Salesforce Experience Cloud
- Muse Glimmer 30B: Higher Logic Vanilla; alternatives Gainsight Customer Communities, Khoros Communities

## Sources the answers cite

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

- guideflow.com: 51 answers, 65 citations
- higherlogic.com: 40 answers, 67 citations
- bettermode.com: 36 answers, 53 citations
- thecmo.com: 34 answers, 34 citations
- cxtoday.com: 32 answers, 51 citations
- gane.ai/index: 29 answers, 29 citations
- spotsaas.com: 24 answers, 26 citations
- gainsight.com: 21 answers, 42 citations

Pages named in the most answers:

- https://guideflow.com/blog/customer-community-software (41 answers)
- https://thecmo.com/tools/customer-community-software (33 answers)
- https://higherlogic.com/blog/online-community-software (31 answers)
- https://gane.ai/index/gtm/customer/community-platforms/enterprise (29 answers)
- https://bettermode.com/blog/all-in-one-community-platform (25 answers)
- https://spotsaas.com/blog/best-online-community-management-software (24 answers)
- https://cxtoday.com/community-social-engagement/customer-community-platforms-2026 (19 answers)
- https://workramp.com/blog/14-best-online-community-software-platforms (19 answers)
- https://proofmap.com/insights/reports/customer-community-platform-2026 (18 answers)
- https://cxtoday.com/customer-community-platforms-2026 (17 answers)

## Warned against

- Salesforce Experience Cloud: 21 of 54 labels negative. "Avoid for Predictable Cost - Salesforce Experience Cloud: Priced at $5-15/member/month plus licensing—costs escalate quickly" (MiniMax M2.5, budget prompt)
- Khoros Communities: 18 of 59 labels negative. "Platforms to AVOID for Predictable Costs ... Modular pricing scales with usage; median contract $164K/year" (Kimi K2, budget prompt)
- Circle: 15 of 23 labels negative. "Platforms to Avoid or Be Cautious About ### 1. Circle - Primary concern: Designed primarily for creators, coaches, and small businesses" (MiniMax M2.5, negative prompt)
- Mighty Networks: 12 of 15 labels negative. "Not recommended for large-scale enterprise use, as it lacks the advanced features and customization required by big organizations." (Mistral Small, negative prompt)

## Movement since September 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Higher Logic Vanilla at 29%.

- Higher Logic Vanilla: 40% to 29%, −11. Cleared the floor by 0 points · rank 1 of 62, unchanged.
- Bettermode: 4% to 15%, +11. Cleared the floor by 0 points · rank 6 → 3 of 62.
- Discourse: 6% to 10%, +4. Inside the floor by 7 points · rank 5 → 6 of 62.
- Salesforce Experience Cloud: 15% to 12%, −3. Inside the floor by 8 points · rank 2 → 5 of 62.
- Khoros Communities: 13% to 15%, +2. Inside the floor by 9 points · rank 3 → 2 of 62.
- Circle: 2% to 0%, −2. Inside the floor by 9 points · rank 10 → 61 of 62.
- Gainsight Customer Communities: 12% to 12%, ±0. Inside the floor by 11 points · rank 4 of 62, unchanged.
- Zendesk Community: 0% to 0%, ±0. Inside the floor by 11 points · rank 11 → 10 of 62.
- Mighty Networks: 0% to 0%, ±0. Inside the floor by 11 points · rank 42 → 62 of 62.

## Record

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