# Identity Confluence: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 5 judge labels across 2 categories by 3 of 14 models. Page: https://www.gane.ai/index/it/vendors/identity-confluence

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Non-human identity management](https://www.gane.ai/index/it/identity/non-human-identity-management/index.md) | 0% | 33 | 0% | 3 |
| [Compliance automation](https://www.gane.ai/index/it/security/compliance-automation/index.md) | 0% | 28 | 0% | 2 |

## What the models said for it

- "Other options include JumpCloud, Saviynt, and Identity Confluence, which are also highly rated" (Llama 4 Maverick, NHI management)
- "Identity Confluence, another cost-effective compliance automation solution serving SMBs" (Llama 4 Maverick, Compliance automation)
- "Best for rapid deployment (2-4 weeks vs traditional 12-18 month implementations)" (MiniMax M2.5, NHI management)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 2 | 1 | 0 | 3 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Identity Confluence, from 8 of the 8 answers that named it (only the models that return a source list).

### Domains cited

- techprescient.com: 8
- capterra.com: 3
- expertinsights.com: 3
- softwareadvice.com: 3
- auditxyz.com: 2
- cakewalk.security: 2
- gane.ai/index: 2
- oneidentity.com: 2
- startwithidentity.com: 2
- waldosecurity.com: 2

### Pages cited

- https://techprescient.com/blogs/best-identity-governance-solutions: 5
- https://capterra.com/resources/best-compliance-management-software: 3
- https://softwareadvice.com/compliance: 3
- https://techprescient.com/blogs/compliance-automation-tools: 3
- https://cakewalk.security/blog/best-identity-access-management-tools-ai-agents: 2
- https://capterra.com/compliance-software/s/small-businesses: 2
- https://expertinsights.com/identity-and-access-management/top-nhi-management-solutions: 2
- https://www.gane.ai/index/it/identity/non-human-identity-management: 2

## Record

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