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

Gane Index, November 2026 Edition. Named in 13 judge labels across 1 category by 8 of 14 models. Page: https://www.gane.ai/index/finance/vendors/servicenow-integrated-risk-management

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Internal controls and SOX](https://www.gane.ai/index/finance/tax/internal-controls-and-sox/index.md) | 0% | 29 | 23% | 13 |

## What the models said for it

- "Smaller/mid-market firms usually benefit most from agile SaaS platforms (e.g., AuditBoard, Workiva, ServiceNow GRC, Diligent)." (Gemini 3.5 Flash, Internal controls)
- "You need enterprise-wide workflows across IT, compliance, and operations: consider ServiceNow or LogicGate." (GPT-6 Luna, Internal controls)
- "Choose ServiceNow if you want IT General Controls (ITGCs) tied directly to your existing IT ticketing" (Gemini 3.5 Flash, Internal controls)
- "ServiceNow GRC provides broad policy and risk monitoring capabilities" (Claude Haiku 4.5, Internal controls)

## And against it

- "Tools like *ServiceNow GRC*, *MetricStream*, or *SAP GRC* are typically overkill and too expensive/complex for a 500-person organization" (Gemini 3.5 Flash, Internal controls)
- "such as Workiva, Archer, or ServiceNow) can cost anywhere from $50,000 to over $100,000 annually in licensing and implementation fees" (Gemini 3.5 Flash, Internal controls)
- "Enterprise suites (Archer, ServiceNow): Only cost-effective if managing multiple compliance frameworks" (MiniMax M2.5, Internal controls)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named ServiceNow Integrated Risk Management, from 38 of the 50 answers that named it (only the models that return a source list).

### Domains cited

- optro.ai: 16
- complyjet.com: 14
- v-comply.com: 14
- gartner.com: 11
- metricstream.com: 11
- workiva.com: 11
- sprinto.com: 10
- erpresearch.com: 9
- internalauditguide.com: 9
- gamma.app: 8

### Pages cited

- https://complyjet.com/blog/best-sox-compliance-software: 13
- https://metricstream.com/learn/internal-control-software.html: 10
- https://sprinto.com/blog/internal-control-software: 9
- https://v-comply.com/blog/the-best-5-internal-control-software: 9
- https://erpresearch.com/erp-add-ons/sox-controls: 8
- https://gamma.app/docs/Best-SOX-Compliance-Software-8-Tools-Compared-068yxrg8r7lduow: 8
- https://v-comply.com/blog/internal-control-software: 8
- https://optro.ai/blog/best-sox-management-software: 7

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