# IT asset management: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "IT asset management platform" and as "hardware and software asset inventory tool", six framings each, to fourteen models with search on, on behalf of a mid-market B2B company. Page: https://www.gane.ai/index/it/operations/it-asset-management

**Standing:** Snipe-IT leads with 29% of first choices; verdict contested. 51 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Snipe-IT](https://www.gane.ai/index/it/vendors/snipe-it/index.md) | 29% | 13% | 45 |
| 2 | [Lansweeper](https://www.gane.ai/index/it/vendors/lansweeper/index.md) | 20% | 12% | 52 |
| 3 | [Freshservice](https://www.gane.ai/index/it/vendors/freshservice/index.md) | 16% | 13% | 45 |
| 4 | [InvGate Asset Management](https://www.gane.ai/index/it/vendors/invgate-asset-management/index.md) | 14% | 0% | 23 |
| 5 | [ManageEngine AssetExplorer](https://www.gane.ai/index/it/vendors/manageengine-assetexplorer/index.md) | 8% | 7% | 43 |
| 6 | [GLPI](https://www.gane.ai/index/it/vendors/glpi/index.md) | 4% | 7% | 14 |
| 8 | [Asset Panda](https://www.gane.ai/index/it/vendors/asset-panda/index.md) | 2% | 14% | 22 |
| 10 | [ServiceNow IT Asset Management](https://www.gane.ai/index/it/vendors/servicenow-it-asset-management/index.md) | 2% | 52% | 44 |
| 11 | [Ivanti Neurons for ITAM](https://www.gane.ai/index/it/vendors/ivanti-neurons-for-itam/index.md) | 0% | 7% | 14 |
| 12 | [Device42](https://www.gane.ai/index/it/vendors/device42/index.md) | 0% | 6% | 16 |
| 13 | [NinjaOne](https://www.gane.ai/index/it/vendors/ninjaone/index.md) | 0% | 7% | 14 |
| 15 | [Flexera One IT Asset Management](https://www.gane.ai/index/it/vendors/flexera-one-it-asset-management/index.md) | 0% | 35% | 26 |

Rank is by share of first choices among all 111 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

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

- Claude Haiku 4.5: Freshservice; alternatives AssetSonar, InvGate Asset Management, ManageEngine AssetExplorer, Snipe-IT
- GPT-5.4 mini: Lansweeper, ServiceNow IT Asset Management; alternatives AssetSonar, Flexera One IT Asset Management, Freshservice
- Gemini 3.5 Flash: Freshservice; alternatives AssetSonar, BlueTally, Lansweeper, ManageEngine AssetExplorer
- Perplexity Sonar: Freshservice; alternatives Asset Panda, Lansweeper, ManageEngine AssetExplorer
- Grok 4.20: Freshservice; alternatives Lansweeper, ManageEngine AssetExplorer, NinjaOne
- Mistral Small: Asset Panda, InvGate Asset Management; alternatives Device42, Lansweeper, ServiceNow IT Asset Management
- DeepSeek V4 Flash: ManageEngine AssetExplorer; alternatives Asset Panda, InvGate Asset Management, Lansweeper, NinjaOne
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Freshservice; alternatives Jira Service Management, Lansweeper, ManageEngine AssetExplorer, Snipe-IT
- Kimi K2: Freshservice; alternatives Asset Panda, Lansweeper, ManageEngine AssetExplorer
- GLM 4.7 FlashX: InvGate Asset Management, Lansweeper, ManageEngine AssetExplorer; alternatives Asset Panda, Flexera One IT Asset Management, NinjaOne, ServiceNow IT Asset Management
- MiniMax M2.5: InvGate Asset Management; alternatives Asset Panda, Freshservice
- GPT-6 Luna: InvGate Asset Management; alternatives Freshservice, Lansweeper, ManageEngine AssetExplorer
- Muse Glimmer 30B: Freshservice, Freshworks; alternatives Device42, InvGate Asset Management, Ivanti Neurons for ITAM, Lansweeper

## Sources the answers cite

72 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- softwareadvice.com: 22 answers, 30 citations
- blog.invgate.com: 21 answers, 24 citations
- gocodes.com: 18 answers, 18 citations
- virima.com: 17 answers, 23 citations
- resources.rework.com: 17 answers, 19 citations
- capterra.com: 16 answers, 25 citations
- spotsaas.com: 16 answers, 18 citations
- g2.com: 15 answers, 31 citations

Pages named in the most answers:

- https://softwareadvice.com/help-desk/it-asset-management-comparison (21 answers)
- https://gocodes.com/fixed-asset-management/best-it-asset-management-softwares (17 answers)
- https://resources.rework.com/tools/it-management/best-it-asset-management-software-2026 (16 answers)
- https://designrush.com/agency/it-services/trends/it-asset-management-software (15 answers)
- https://ninjaone.com/blog/best-it-asset-management-software (12 answers)
- https://techradar.com/best/best-asset-management-software (11 answers)
- https://assetpanda.com/resource-center/compare/best-it-asset-management-software-top-itam-platforms-compared (10 answers)
- https://desk365.io/blog/it-asset-management-software (10 answers)
- https://forbes.com/advisor/business/software/best-it-asset-management-software (10 answers)
- https://aimultiple.com/itam-pricing (9 answers)

## Warned against

- ServiceNow IT Asset Management: 23 of 44 labels negative. "Multiple AI-driven reviews recommend avoiding ServiceNow unless you are a large enterprise with dedicated administrators and a substantial budget." (Mistral Small, negative prompt)
- Flexera One IT Asset Management: 9 of 26 labels negative. "Top-tier platforms like ServiceNow or Flexera are often too complex, costly, and resource-heavy for mid-market teams" (Gemini 3.5 Flash, direct prompt)
- Lansweeper: 6 of 52 labels negative. "Extremely low Trustpilot rating (around 1.7/5 from dozens of reviews), with frequent complaints about useless or unresponsive support" (Grok 4.20, negative prompt)
- Freshservice: 6 of 45 labels negative. "lists Freshservice as the best overall IT asset management software but notes explicit reasons to avoid for some buyers: Limited integrations, Scalability concerns" (Muse Glimmer 30B, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
New leader: Freshservice (31%) to Snipe-IT (29%). Margin 13 points, beyond the floor.

- Freshservice: 31% to 16%, −15. Cleared the floor by 4 points · rank 1 → 3 of 111.
- Lansweeper: 14% to 20%, +6. Inside the floor by 5 points · rank 3 → 2 of 111.
- InvGate Asset Management: 8% to 14%, +6. Inside the floor by 5 points · rank 5 → 4 of 111.
- Snipe-IT: 25% to 29%, +4. Inside the floor by 7 points · rank 2 → 1 of 111.
- GLPI: 0% to 4%, +4. Inside the floor by 7 points · rank 22 → 6 of 111.
- NinjaOne: 4% to 0%, −4. Inside the floor by 7 points · rank 6 → 13 of 111.
- ManageEngine AssetExplorer: 10% to 8%, −2. Inside the floor by 9 points · rank 4 → 5 of 111.
- Asset Panda: 0% to 2%, +2. Inside the floor by 9 points · rank 11 → 8 of 111.
- ServiceNow IT Asset Management: 0% to 2%, +2. Inside the floor by 9 points · rank 59 → 10 of 111.
- SolarWinds Service Desk: 2% to 0%, −2. Inside the floor by 9 points · rank 9 → 95 of 111.
- Ivanti Neurons for ITAM: 0% to 0%, ±0. Inside the floor by 11 points · rank 12 → 11 of 111.
- Device42: 0% to 0%, ±0. Inside the floor by 11 points · rank 14 → 12 of 111.

## 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.