# ServiceNow SAM: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 7 judge labels across 2 categories by 4 of 14 models. Page: https://www.gane.ai/index/it/vendors/servicenow-sam

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [SaaS management platforms](https://www.gane.ai/index/it/operations/saas-management-platforms/index.md) | 0% | 75 | 33% | 6 |
| [IT asset management](https://www.gane.ai/index/it/operations/it-asset-management/index.md) | 0% | 81 | 0% | 1 |

## And against it

- "you should be cautious about implementing solutions from massive legacy IT Service Management (ITSM) providers like ServiceNow (now called Now)" (Qwen 3.7 Flash, SaaS management)
- "ServiceNow (for larger orgs)" (Grok 4.20, SaaS 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 | 1 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 1 | 1 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 4 | 0 | 4 |

## Sources returned with these answers

The sites and pages cited by the answers that named ServiceNow SAM, from 29 of the 33 answers that named it (only the models that return a source list).

### Domains cited

- toriihq.com: 15
- zylo.com: 15
- cloudeagle.ai: 14
- g2.com: 12
- bettercloud.com: 10
- gartner.com: 9
- corma.io: 8
- jumpcloud.com: 6
- manageengine.com: 6
- flexera.com: 5

### Pages cited

- https://zylo.com/blog/best-saas-spend-management-software: 11
- https://cloudeagle.ai/blogs/saas-license-management-software: 10
- https://toriihq.com/articles/seven-best-saas-management-platforms: 8
- https://cloudeagle.ai/blogs/saas-spend-management-softwares: 6
- https://g2.com/categories/saas-management-platforms/enterprise: 6
- https://jumpcloud.com/blog/best-saas-management-platforms-compared: 6
- https://corma.io/blog/top-15-saas-management-solutions-for-mid-sized-companies: 5
- https://toriihq.com/articles/five-enterprise-software-license-management-tools: 5

## In its own words

What ServiceNow SAM's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: Lead solution architecture and design for ServiceNow ITAM implementations, including Hardware Asset Management (HAM), Software Asset Management (SAM), Enterprise Asset Management (EAM), and Cloud Cost Management (CCM) (https://careers.servicenow.com/jobs/744000151459726/itam-solution-architect)
- For: enterprise customers (https://careers.servicenow.com/jobs/744000151459726/itam-solution-architect)
- Price stated: $166,500 - $291,400 (https://careers.servicenow.com/jobs/744000152279258/staff-software-engineer-itam)

## 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.