# ServiceNow: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 19 judge labels across 10 categories by 10 of 14 models. Page: https://www.gane.ai/index/it/vendors/servicenow

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Digital employee experience](https://www.gane.ai/index/it/operations/digital-employee-experience/index.md) | 2% | 27 | 0% | 1 |
| [Cyber risk quantification](https://www.gane.ai/index/it/security/cyber-risk-quantification/index.md) | 0% | 115 | 100% | 4 |
| [Intelligent document processing](https://www.gane.ai/index/it/it-data/intelligent-document-processing/index.md) | 0% | 21 | 0% | 4 |
| [Enterprise AI assistants](https://www.gane.ai/index/it/it-data/enterprise-ai-assistants/index.md) | 0% | 130 | 50% | 2 |
| [Internal developer portals](https://www.gane.ai/index/it/developer/internal-developer-portals/index.md) | 0% | 33 | 0% | 2 |
| [Robotic process automation](https://www.gane.ai/index/it/operations/robotic-process-automation/index.md) | 0% | 52 | 50% | 2 |
| [Cloud cost management](https://www.gane.ai/index/it/cloud/cloud-cost-management/index.md) | 0% | 74 | 100% | 1 |
| [Data catalogs and governance](https://www.gane.ai/index/it/it-data/data-catalogs-and-governance/index.md) | 0% | 85 | 100% | 1 |
| [SOAR platforms](https://www.gane.ai/index/it/security/soar-platforms/index.md) | 0% | 62 | 0% | 1 |
| [Vulnerability management platforms](https://www.gane.ai/index/it/security/vulnerability-management-platforms/index.md) | 0% | 49 | 0% | 1 |

## What the models said for it

- "Choose Digital Employee Experience (ServiceNow/Nexthink) if you are trying to fix internal IT, remote work struggles, or slow computers." (Qwen 3.7 Flash, DEX)
- "Prefer "fusion" platforms that combine RPA + API automation + AI agents (e.g., Power Automate, modern UiPath with agents, ServiceNow, or Workato)" (Kimi K2, RPA)
- "Need remediation workflow and ITSM-style orchestration? ServiceNow-oriented approaches can fit well." (GPT-5.4 mini, Vuln management)
- "consider RPA-integrated solutions (UiPath, ServiceNow)" (MiniMax M2.5, Document processing)

## And against it

- "GRC platforms (ServiceNow, Archer, OneTrust, etc.) that now tout "CRQ capabilities" as an added feature... Approach to avoid" (DeepSeek V4 Flash, Cyber risk quant)
- "These are not recommended for deep, technical model-drift monitoring or prompt-level threat detection in AI governance." (Mistral Small, Data catalogs)
- "Avoid for mid-market: ... ServiceNow (if not already a customer)" (Grok 4.20, RPA)
- "GRC platforms such as ServiceNow, Archer, OneTrust, etc., are noted in recent buyer indexes as now touting "CRQ capabilities". The caution is that these are compliance dashboards with a dollar sign attached" (Muse Glimmer 30B, Cyber risk quant)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named ServiceNow, from 61 of the 65 answers that named it (only the models that return a source list).

### Domains cited

- research.isg-one.com: 18
- g2.com: 16
- gartner.com: 16
- gane.ai/index: 14
- ciopages.com: 12
- avasant.com: 11
- securityboulevard.com: 11
- docsumo.com: 8
- hypatos.ai: 7
- peerspot.com: 7

### Pages cited

- https://research.isg-one.com/buyers-guide/digital_technology/intelligent_document_processing/2024: 14
- https://research.isg-one.com/market-perspectives/isg-buyers-guide-for-intelligent-document-processing-classifies-and-rates-software-providers: 13
- https://avasant.com/report/intelligent-document-processing-platforms-2024-2025-radarview: 10
- https://www.gane.ai/index/it/security/cyber-risk-quantification/enterprise: 9
- https://philvenables.com/post/6-truths-of-cyber-risk-quantification: 7
- https://ciopages.com/buyer-guides/intelligent-document-processing: 6
- https://docsumo.com/blog/the-best-intelligent-document-processing-software: 6
- https://fairinstitute.org/hubfs/CRQ%20Buyers%20Guide%20by%20Jack%20Jones.pdf: 6

## In its own words

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

- Positioning: ServiceNow is a leading digital workflow company that makes the world of work, work better for people. (https://servicenow.com/)
- For: people and the enterprise (https://servicenow.com/)
- Price stated: Contact for pricing (https://servicenow.com/)
- Hosting: Global
- Customers named: FedEx

## What it publishes

Every page servicenow.com exposes, read 2026-09-29: 1575 addresses. By kind, pages and the last 90 days:

- webinar or virtual event: 8 pages, 0 in the last 90 days, latest 2025-03-26
- conference or event: 25 pages, 4 in the last 90 days, latest 2026-09-02
- Recent: 2026-09-02 conference or event: Security  risk digital summit  day 2 managing cyber risk in the ai enterprise indiaasia session https://hub.servicenow.com/wcc/eh/1237365/lp/5416689/security__risk_digital_summit__day_2_managing_cyber_risk_in_the_ai_enterprise_indiaasia_session
- Recent: 2026-09-02 conference or event: Security  risk digital summit  day 2 managing cyber risk in the ai enterprise anz session https://hub.servicenow.com/wcc/eh/1237365/lp/5416688/security__risk_digital_summit__day_2_managing_cyber_risk_in_the_ai_enterprise_anz_session
- Recent: 2026-09-01 conference or event: Security  risk digital summit  day 1 from exposure to action anz session https://hub.servicenow.com/wcc/eh/1237365/lp/5416686/security__risk_digital_summit__day_1_from_exposure_to_action_anz_session
- Recent: 2026-09-01 conference or event: Security  risk digital summit  day 1 from exposure to action indiaasia session https://hub.servicenow.com/wcc/eh/1237365/lp/5416687/security__risk_digital_summit__day_1_from_exposure_to_action_indiaasia_session
- Recent: 2025-10-30 conference or event: Put ai to work for retail  hospitality virtual summit https://hub.servicenow.com/wcc/eh/1237365/lp/5133076/put_ai_to_work_for_retail__hospitality_virtual_summit
- Recent: 2025-07-03 conference or event: Put ai to work for manufacturing virtual summit https://hub.servicenow.com/wcc/eh/1237365/lp/5014041/put_ai_to_work_for_manufacturing_virtual_summit

## 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.