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

Gane Index, November 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/enterprise

**Standing:** Higher Logic Vanilla leads with 55% of first choices; verdict clear leader. 47 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) | 55% | 4% | 56 |
| 2 | [Khoros Communities](https://www.gane.ai/index/gtm/vendors/khoros-communities/index.md) | 13% | 28% | 65 |
| 3 | [Gainsight Customer Communities](https://www.gane.ai/index/gtm/vendors/gainsight-customer-communities/index.md) | 9% | 8% | 50 |
| 4 | [Salesforce Experience Cloud](https://www.gane.ai/index/gtm/vendors/salesforce-experience-cloud/index.md) | 4% | 29% | 56 |
| 5 | [Discourse](https://www.gane.ai/index/gtm/vendors/discourse/index.md) | 4% | 25% | 32 |
| 6 | [Bettermode](https://www.gane.ai/index/gtm/vendors/bettermode/index.md) | 4% | 24% | 33 |
| 7 | [Higher Logic](https://www.gane.ai/index/gtm/vendors/higher-logic/index.md) | 4% | 31% | 13 |
| 10 | [Circle](https://www.gane.ai/index/gtm/vendors/circle/index.md) | 2% | 50% | 20 |
| 11 | [Influitive](https://www.gane.ai/index/gtm/vendors/influitive/index.md) | 0% | 0% | 10 |
| 58 | [Mighty Networks](https://www.gane.ai/index/gtm/vendors/mighty-networks/index.md) | 0% | 73% | 15 |

Rank is by share of first choices among all 58 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: no first choice
- GPT-5.4 mini: Gainsight Customer Communities; alternatives Higher Logic Vanilla, Salesforce Experience Cloud
- Gemini 3.5 Flash: Gainsight Customer Communities; alternatives Bettermode, Discourse, Higher Logic Vanilla, Khoros Communities
- Perplexity Sonar: Higher Logic Vanilla; alternatives Bettermode, Gainsight Customer Communities, Khoros Communities, Salesforce Experience Cloud
- Grok 4.20: Higher Logic Vanilla; alternatives Gainsight Customer Communities, Khoros Communities
- Mistral Small: Higher Logic Vanilla; alternatives Bettermode, Gainsight Customer Communities, Khoros Communities
- DeepSeek V4 Flash: Higher Logic Vanilla, Khoros Communities; alternatives Gainsight Customer Communities, Salesforce Experience Cloud
- Llama 4 Maverick: Higher Logic Vanilla; alternatives Gainsight Customer Communities, Influitive, Khoros Communities
- Qwen 3.7 Flash: Khoros Communities; alternatives Bettermode, Gainsight Customer Communities, Higher Logic, Salesforce Experience Cloud
- Kimi K2: Higher Logic Vanilla; alternatives Gainsight Customer Communities
- GLM 4.7 FlashX: Higher Logic Vanilla; alternatives Gainsight Customer Communities, Khoros Communities, Salesforce Experience Cloud
- MiniMax M2.5: Higher Logic Vanilla; alternatives Gainsight Customer Communities, Salesforce Experience Cloud
- GPT-6 Luna: Gainsight Customer Communities; alternatives Higher Logic Vanilla, Salesforce Experience Cloud
- Muse Glimmer 30B: Higher Logic Vanilla; alternatives Gainsight Customer Communities, Khoros Communities, Salesforce Experience Cloud

## Sources the answers cite

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

- higherlogic.com: 44 answers, 77 citations
- guideflow.com: 28 answers, 36 citations
- gane.ai/index: 27 answers, 33 citations
- g2.com: 24 answers, 38 citations
- bettermode.com: 23 answers, 30 citations
- proofmap.com: 22 answers, 25 citations
- gainsight.com: 21 answers, 39 citations
- cxtoday.com: 21 answers, 24 citations

Pages named in the most answers:

- https://guideflow.com/blog/customer-community-software (27 answers)
- https://proofmap.com/insights/reports/customer-community-platform-2026 (22 answers)
- https://gane.ai/index/gtm/customer/community-platforms/enterprise (21 answers)
- https://spotsaas.com/blog/best-online-community-management-software (20 answers)
- https://verifiedmarketresearch.com/blog/top-online-community-management-software (20 answers)
- https://higherlogic.com/why-vanilla (15 answers)
- https://cxtoday.com/customer-community-platforms-2026 (13 answers)
- https://costbench.com/best/community-platform-for-enterprise (12 answers)
- https://higherlogic.com/blog/online-community-software (11 answers)
- https://thecmo.com/tools/customer-community-software (11 answers)

## Warned against

- Salesforce Experience Cloud: 16 of 56 labels negative. "What to Avoid for Predictable TCO ... Scales linearly with your user base — the exact opposite of predictable." (DeepSeek V4 Flash, budget prompt)
- Mighty Networks: 11 of 15 labels negative. "Mighty Networks ❌ *Poor Fit for Enterprises* ... Why to avoid: Explicitly designed for creators, course-sellers, and small-to-mid communities." (DeepSeek V4 Flash, negative prompt)
- Khoros Communities: 18 of 65 labels negative. "Avoid unless you're a large enterprise with the budget and team to manage a complex, potentially buggy platform." (GLM 4.7 FlashX, negative prompt)
- Circle: 10 of 20 labels negative. "Circle ❌ *Unsuitable for Large Enterprises* ... GTM reports explicitly flag it as "unsuitable for most large enterprises."" (DeepSeek V4 Flash, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Higher Logic Vanilla at 55%.

- Higher Logic Vanilla: 29% to 55%, +26. Cleared the floor by 15 points · rank 1 of 58, unchanged.
- Bettermode: 13% to 4%, −9. Inside the floor by 2 points · rank 4 → 6 of 58.
- Salesforce Experience Cloud: 11% to 4%, −7. Inside the floor by 4 points · rank 6 → 4 of 58.
- Discourse: 11% to 4%, −7. Inside the floor by 4 points · rank 5 of 58, unchanged.
- Gainsight Customer Communities: 15% to 9%, −6. Inside the floor by 5 points · rank 2 → 3 of 58.
- Khoros Communities: 15% to 13%, −2. Inside the floor by 9 points · rank 3 → 2 of 58.
- Higher Logic: 2% to 4%, +2. Inside the floor by 9 points · rank 8 → 7 of 58.
- Circle: 0% to 2%, +2. Inside the floor by 9 points · rank 67 → 10 of 58.
- Influitive: 0% to 0%, ±0. Inside the floor by 11 points · rank 20 → 11 of 58.
- Zendesk Community: 0% to 0%, ±0. Inside the floor by 11 points · rank 11 → 13 of 58.
- Mighty Networks: 0% to 0%, ±0. Inside the floor by 11 points · rank 68 → 58 of 58.
- Sprinklr: 0% to 0%, ±0. Not named this edition · was rank 10 of 68.

## 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.