# ServiceNow Integrated Risk Management: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 64 judge labels across 7 categories by 14 of 14 models. Page: https://www.gane.ai/index/it/vendors/servicenow-integrated-risk-management

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [GRC platforms](https://www.gane.ai/index/it/security/grc-platforms/index.md) | 0% | 101 | 63% | 49 |
| [Compliance automation](https://www.gane.ai/index/it/security/compliance-automation/index.md) | 0% | 79 | 60% | 10 |
| [AI governance platforms](https://www.gane.ai/index/it/it-data/ai-governance-platforms/index.md) | 0% | 144 | 100% | 1 |
| [Breach and attack simulation](https://www.gane.ai/index/it/security/breach-and-attack-simulation/index.md) | 0% | 77 | 0% | 1 |
| [Business continuity management](https://www.gane.ai/index/it/security/business-continuity-management/index.md) | 0% | 113 | 100% | 1 |
| [Cyber risk quantification](https://www.gane.ai/index/it/security/cyber-risk-quantification/index.md) | 0% | 97 | 0% | 1 |
| [Third-party risk management](https://www.gane.ai/index/it/security/third-party-risk-management/index.md) | 0% | 94 | 100% | 1 |

## What the models said for it

- "ServiceNow IRM has emerged as a dominant player, particularly for enterprises that have already invested in the ServiceNow ecosystem." (MiniMax M2.5, GRC)
- "ServiceNow GRC is the better alternative when risk, compliance, and audit execution must stay inside ServiceNow" (Claude Haiku 4.5, GRC)
- "ServiceNow is the go-to if you want compliance to be integrated directly into your IT operations workflow." (GLM 4.7 FlashX, GRC)
- "Choose ServiceNow if your company lives in ServiceNow and wants a single source of truth for IT and Risk." (Qwen 3.7 Flash, GRC)

## And against it

- "Multiple AI models specifically labeled it as a platform to avoid unless you have very specific needs and resources to manage it." (Mistral Small, GRC)
- "Full-featured enterprise tools like MetricStream, RSA Archer, or ServiceNow GRC are typically too expensive and complex" (Grok 4.20, GRC)
- "Avoid enterprise platforms like ServiceNow, MetricStream, RSA Archer, or OneTrust GRC if you're budget-constrained" (DeepSeek V4 Flash, GRC)
- "Avoid ServiceNow, MetricStream, and similar enterprise platforms unless you have a substantial implementation budget" (Perplexity Sonar, GRC)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 1 | 2 |
| GPT-5.4 mini | 0 | 0 | 1 | 2 | 3 |
| Gemini 3.5 Flash | 0 | 1 | 1 | 5 | 7 |
| Perplexity Sonar | 0 | 1 | 0 | 5 | 6 |
| Grok 4.20 | 0 | 1 | 1 | 6 | 8 |
| Mistral Small | 0 | 1 | 1 | 1 | 3 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 5 | 6 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 2 | 1 | 4 | 7 |
| Kimi K2 | 0 | 1 | 1 | 4 | 6 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 1 | 2 |
| MiniMax M2.5 | 1 | 1 | 0 | 2 | 4 |
| GPT-6 Luna | 0 | 2 | 0 | 1 | 3 |
| Muse Glimmer 30B | 0 | 1 | 2 | 3 | 6 |

## Sources returned with these answers

The sites and pages cited by the answers that named ServiceNow Integrated Risk Management, from 200 of the 227 answers that named it (only the models that return a source list).

### Domains cited

- softwareadvice.com: 65
- capterra.com: 64
- vanta.com: 54
- g2.com: 53
- riskwatch.com: 47
- sprinto.com: 46
- metricstream.com: 38
- surecloud.com: 38
- securitycomplianceguide.com: 35
- orbiqhq.com: 32

### Pages cited

- https://softwareadvice.com/risk-management/grc-comparison: 40
- https://riskwatch.com/grc-software: 35
- https://securitycomplianceguide.com/blog/grc-software-guide: 33
- https://oneleet.com/blog/best-grc-software: 27
- https://metricstream.com/blog/top-governance-risk-compliance-grc-tools.html: 21
- https://capterra.com/grc-software: 20
- https://capterra.com/resources/best-compliance-management-software: 19
- https://orbiqhq.com/compliance-automation/grc-software-buyers-guide: 19

## In its own words

What ServiceNow Integrated Risk Management's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.


## 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.