# Serval: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 5 judge labels across 1 category by 5 of 14 models. Page: https://www.gane.ai/index/hr/vendors/serval

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [HR help desk and case management](https://www.gane.ai/index/hr/experience/hr-help-desk-and-case-management/index.md) | 4% | 6 | 0% | 5 |

## What the models said for it

- "If you want HR on the same help desk as IT without buying a second tool, Serval is the strongest fit." (Muse Glimmer 30B, HR help desk)
- "If you want HR fully integrated with IT on one platform, Serval is the standout choice." (GLM 4.7 FlashX, HR help desk)
- "Serval provides an excellent unified platform with strong AI capabilities" (MiniMax M2.5, HR help desk)

## 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 | 1 | 0 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| 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 | 1 | 0 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 1 | 0 | 0 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Serval, from 12 of the 12 answers that named it (only the models that return a source list).

### Domains cited

- serval.com: 12 (its own site)
- leadchangegroup.com: 7
- capterra.com: 6
- suptask.com: 5
- b2breviews.com: 4
- darwinbox.com: 4
- g2.com: 4
- applaudhr.com: 3
- firsthr.app: 3
- hropslab.com: 3

### Pages cited

- https://serval.com/blog/best-hr-ticketing-systems: 8
- https://leadchangegroup.com/hr-help-desk-software: 6
- https://suptask.com/blog/best-hr-ticketing-system: 5
- https://b2breviews.com/hr-software: 4
- https://capterra.com/help-desk-software: 3
- https://darwinbox.com/blog/best-employee-onboarding-software: 3
- https://firsthr.app/compare/core-hr/hr-ticketing-system: 3
- https://kurums.com/best-hr-case-management-software-2026-comparison: 3

## In its own words

What Serval's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: AI-native enterprise service management and ITSM (https://serval.com/)
- For: Enterprises (https://serval.com/)
- Price stated: One platform fee, no surprises (https://www.serval.com/pricing)
- Integrations claimed: 60 (https://www.serval.com/integrations)
- Certifications: SOC 2 Type II, ISO 27001, ISO 42001, HIPAA, GDPR
- Customers named: Ramp, SeatGeek, Perplexity, Together.ai, Mercor, Cribl, Abridge

## What it publishes

Every page serval.com exposes, read 2026-09-29: 800 addresses. By kind, pages and the last 90 days:

- blog: 135 pages, 18 in the last 90 days, latest 2026-09-25
- case study: 7 pages, 0 in the last 90 days, latest undated
- comparison: 14 pages, 5 in the last 90 days, latest 2026-09-22
- template or tool: 1 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 2 pages, 1 in the last 90 days, latest 2026-07-09
- Recent: 2026-09-25 blog: Automated incident management https://www.serval.com/blog/automated-incident-management
- Recent: 2026-09-25 blog: Help desk automation https://www.serval.com/blog/help-desk-automation
- Recent: 2026-09-25 blog: Automatic deprovisioning https://www.serval.com/blog/automatic-deprovisioning
- Recent: 2026-09-25 blog: Ai for process automation https://www.serval.com/blog/ai-for-process-automation
- Recent: 2026-09-23 blog: Sla time explained https://www.serval.com/blog/sla-time-explained
- Recent: 2026-09-22 comparison: Freshservice https://www.serval.com/compare/freshservice

## Record

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