# IT service management: what AI models recommend, September 2026

IT AI Recommendation Index, September 2026 Edition. Asked as "ITSM platform" and as "IT service desk and ticketing tool", six framings each, to twelve models with search on, on behalf of a mid-market B2B company. Page: https://it-ai-index.com/operations/it-service-management/

**Standing:** Freshservice leads with 58% of first choices; verdict clear leader. 48 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | Freshservice | 58% | 0% | 51 |
| 2 | Jira Service Management | 21% | 6% | 53 |
| 3 | ManageEngine ServiceDesk Plus | 10% | 15% | 33 |
| 4 | Spiceworks Cloud Help Desk | 6% | 9% | 11 |
| 5 | InvGate Service Management | 2% | 0% | 18 |
| 6 | SysAid | 0% | 0% | 13 |
| 7 | HaloITSM | 0% | 7% | 15 |
| 8 | SolarWinds Service Desk | 0% | 21% | 14 |
| 9 | Zendesk | 0% | 36% | 14 |
| 10 | Ivanti Neurons for ITSM | 0% | 33% | 15 |
| 11 | BMC Helix ITSM | 0% | 48% | 27 |
| 12 | ServiceNow | 0% | 61% | 44 |

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: Freshservice; alternatives InvGate Service Management, SysAid
- GPT-5.4 mini: Jira Service Management; alternatives Freshservice, ServiceNow
- Gemini 3.5 Flash: Freshservice, Jira Service Management; alternatives HaloITSM, InvGate Service Management
- Perplexity Sonar: Freshservice; alternatives InvGate Service Management, Jira Service Management, Motadata ServiceOps, SysAid
- Grok 4.1 Fast: Freshservice; alternatives InvGate Service Management, Jira Service Management, ManageEngine ServiceDesk Plus, TeamDynamix
- Mistral Small: Freshservice; alternatives EasyVista, Motadata ServiceOps, SysAid
- DeepSeek V4 Flash: Freshservice, InvGate Service Management; alternatives Jira Service Management, ManageEngine ServiceDesk Plus, TOPdesk
- Llama 4 Maverick: Freshservice; alternatives EasyVista, SysAid
- Qwen 3.7 Flash: Freshservice; alternatives InvGate Service Management, Jira Service Management
- Kimi K2: Freshservice; alternatives Jira Service Management, ManageEngine ServiceDesk Plus, SysAid
- GLM 4.7 FlashX: Freshservice; alternatives InvGate Service Management, Jira Service Management, ManageEngine ServiceDesk Plus, SolarWinds Service Desk
- MiniMax M2.5: Freshservice, Jira Service Management; alternatives ServiceNow

## Sources the answers cite

65 of 72 answers came back with a source list, from 12 of 12 models. Sites named in the most answers:

- gartner.com: 36 answers, 43 citations
- blog.invgate.com: 31 answers, 47 citations
- motadata.com: 17 answers, 20 citations
- deskday.com: 17 answers, 17 citations
- alloysoftware.com: 15 answers, 17 citations
- reddit.com: 14 answers, 38 citations
- flamingo.run: 14 answers, 14 citations
- console.com: 13 answers, 13 citations

Pages named in the most answers:

- https://gartner.com/reviews/market/it-service-management-platforms (35 answers)
- https://deskday.com/best-itsm-tools (17 answers)
- https://blog.invgate.com/best-itsm-software-for-mid-market-companies (16 answers)
- https://blog.invgate.com/best-itsm-tools (13 answers)
- https://guideflow.com/blog/it-service-management-tools (13 answers)
- https://expertinsights.com/it-management/the-top-it-service-management-itsm-solutions (12 answers)
- https://motadata.com/blog/best-itsm-tools (12 answers)
- https://virima.com/blog/top-itsm-software-platforms-compared-2026-buyers-guide (12 answers)
- https://console.com/blog/best-itsm-tools (11 answers)
- https://alloysoftware.com/blog/best-itsm-platforms-for-small-business (10 answers)

## Warned against

- ServiceNow: 27 of 44 labels negative. "Avoid enterprise-grade platforms like ServiceNow, which require six-figure budgets and dedicated, full-time administrators" (Gemini 3.5 Flash, paraphrase prompt)
- BMC Helix ITSM: 13 of 27 labels negative. "This platform is frequently mentioned as one to steer clear of due to its complexity, high cost, and reputation for being difficult to implement and maintain." (Mistral Small, negative prompt)
- Ivanti Neurons for ITSM: 5 of 15 labels negative. "perhaps the platform to be most cautious about, due to a serious, ongoing security track record" (DeepSeek V4 Flash, negative prompt)
- ManageEngine ServiceDesk Plus: 5 of 33 labels negative. "ManageEngine ServiceDesk Plus — official advisories show multiple security fixes over time" (GPT-5.4 mini, negative prompt)

## Record

- Method: https://it-ai-index.com/methodology/
- Raw judge labels and full responses: https://it-ai-index.com/data/
- License: CC BY 4.0. Cite as IT AI Recommendation Index, September 2026 Edition, it-ai-index.com.