# Patch management: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "patch management tool" and as "OS and third-party patching solution", 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/patch-management/2026-11

**Standing:** Action1 leads with 35% of first choices; verdict contested. 46 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Action1](https://www.gane.ai/index/it/vendors/action1/index.md) | 35% | 5% | 42 |
| 2 | [NinjaOne Autonomous Patch Management](https://www.gane.ai/index/it/vendors/ninjaone-autonomous-patch-management/index.md) | 20% | 0% | 52 |
| 3 | [ManageEngine Patch Manager Plus](https://www.gane.ai/index/it/vendors/manageengine-patch-manager-plus/index.md) | 20% | 2% | 46 |
| 4 | [ManageEngine Endpoint Central](https://www.gane.ai/index/it/vendors/manageengine-endpoint-central/index.md) | 11% | 0% | 16 |
| 5 | [Automox](https://www.gane.ai/index/it/vendors/automox/index.md) | 9% | 0% | 45 |
| 6 | [Patch My PC](https://www.gane.ai/index/it/vendors/patch-my-pc/index.md) | 4% | 5% | 20 |
| 7 | [Microsoft Intune](https://www.gane.ai/index/it/vendors/microsoft-intune/index.md) | 2% | 3% | 38 |
| 8 | [Atera](https://www.gane.ai/index/it/vendors/atera/index.md) | 0% | 0% | 22 |
| 10 | [Ivanti Neurons for Patch Management](https://www.gane.ai/index/it/vendors/ivanti-neurons-for-patch-management/index.md) | 0% | 16% | 19 |
| 22 | [Microsoft Configuration Manager](https://www.gane.ai/index/it/vendors/microsoft-configuration-manager/index.md) | 0% | 31% | 13 |
| 32 | [Tanium Patch](https://www.gane.ai/index/it/vendors/tanium-patch/index.md) | 0% | 36% | 11 |
| 97 | [Windows Server Update Services](https://www.gane.ai/index/it/vendors/windows-server-update-services/index.md) | 0% | 67% | 18 |

Rank is by share of first choices among all 97 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: ManageEngine Patch Manager Plus; alternatives Action1, NinjaOne Autonomous Patch Management
- GPT-5.4 mini: ManageEngine Endpoint Central; alternatives ManageEngine Patch Manager Plus, Microsoft Intune, NinjaOne Autonomous Patch Management
- Gemini 3.5 Flash: Action1, Automox; alternatives ManageEngine Endpoint Central, ManageEngine Patch Manager Plus, Microsoft Intune, NinjaOne Autonomous Patch Management
- Perplexity Sonar: NinjaOne Autonomous Patch Management; alternatives Automox, ManageEngine Patch Manager Plus, Microsoft Intune, Motadata ServiceOps
- Grok 4.20: Automox; alternatives Action1, ManageEngine Patch Manager Plus, Microsoft Intune, NinjaOne Autonomous Patch Management
- Mistral Small: ManageEngine Patch Manager Plus; alternatives Heimdal Patch & Asset Management, NinjaOne Autonomous Patch Management
- DeepSeek V4 Flash: Action1; alternatives Automox, ManageEngine Endpoint Central, ManageEngine Patch Manager Plus, NinjaOne Autonomous Patch Management
- Llama 4 Maverick: ManageEngine Patch Manager Plus; alternatives Action1, Atera, NinjaOne Autonomous Patch Management
- Qwen 3.7 Flash: NinjaOne Autonomous Patch Management; alternatives Atera, Automox, ManageEngine Patch Manager Plus
- Kimi K2: ManageEngine Endpoint Central; alternatives Action1, Automox, NinjaOne Autonomous Patch Management
- GLM 4.7 FlashX: Action1, NinjaOne Autonomous Patch Management; alternatives Automox, Heimdal Patch & Asset Management, ManageEngine Endpoint Central, ManageEngine Patch Manager Plus
- MiniMax M2.5: ManageEngine Patch Manager Plus; alternatives Action1, NinjaOne Autonomous Patch Management
- GPT-6 Luna: Action1; alternatives Automox, Microsoft Intune, NinjaOne Autonomous Patch Management
- Muse Glimmer 30B: ManageEngine Endpoint Central, ManageEngine Patch Manager Plus; alternatives Action1, Atera, Automox, NinjaOne Autonomous Patch Management

## Sources the answers cite

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

- ninjaone.com: 28 answers, 49 citations
- softwareadvice.com: 26 answers, 28 citations
- action1.com: 25 answers, 32 citations
- capterra.com: 19 answers, 23 citations
- reddit.com: 18 answers, 27 citations
- automox.com: 18 answers, 21 citations
- bleepingcomputer.com: 16 answers, 22 citations
- cybersecuritynews.com: 16 answers, 18 citations

Pages named in the most answers:

- https://softwareadvice.com/patch-management (19 answers)
- https://ninjaone.com/blog/best-patch-management-software (18 answers)
- https://acronis.com/en/blog/posts/best-patch-management-software-and-tools-2026 (14 answers)
- https://bleepingcomputer.com/sysadmin/guides/best-patch-management-tools (14 answers)
- https://comparitech.com/net-admin/best-patch-management-software-tools (14 answers)
- https://esecurityplanet.com/products/patch-management-software (13 answers)
- https://cybersecuritynews.com/best-patch-management-software (11 answers)
- https://automox.com/blog/automated-patching-solutions-compared-2026 (10 answers)
- https://motadata.com/blog/best-patch-management-software (10 answers)
- https://action1.com/blog/10-best-patch-management-software (9 answers)

## Warned against

- Windows Server Update Services: 12 of 18 labels negative. "Microsoft officially deprecated it in Sept 2024... Avoid any tool that is officially deprecated, EOL, or has a dead feature feed" (GLM 4.7 FlashX, negative prompt)
- Kaseya VSA: 3 of 7 labels negative. "On-prem VSA installations were specifically recommended to be shut down until patched." (Muse Glimmer 30B, negative prompt)
- Action1: 2 of 42 labels negative. "Some models suggest avoiding free or light tools like Action1 free tier, especially for large enterprises." (Llama 4 Maverick, negative prompt)
- Ivanti Neurons for Patch Management: 3 of 19 labels negative. "Ivanti (Endpoint Manager / Connect Secure / Neurons) — Be Very Cautious" (DeepSeek V4 Flash, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
New leader: ManageEngine Patch Manager Plus (31%) to Action1 (35%). Margin 15 points, beyond the floor.

- ManageEngine Patch Manager Plus: 31% to 20%, −11. Cleared the floor by 0 points · rank 1 → 3 of 97.
- ManageEngine Endpoint Central: 2% to 11%, +9. Inside the floor by 2 points · rank 8 → 4 of 97.
- NinjaOne Autonomous Patch Management: 12% to 20%, +8. Inside the floor by 3 points · rank 3 → 2 of 97.
- Action1: 29% to 35%, +6. Inside the floor by 5 points · rank 2 → 1 of 97.
- Patch My PC: 6% to 4%, −2. Inside the floor by 9 points · rank 5 → 6 of 97.
- Microsoft Intune: 4% to 2%, −2. Inside the floor by 9 points · rank 6 → 7 of 97.
- Automox: 10% to 9%, −1. Inside the floor by 10 points · rank 4 → 5 of 97.
- Atera: 0% to 0%, ±0. Inside the floor by 11 points · rank 15 → 8 of 97.
- Ivanti Neurons for Patch Management: 0% to 0%, ±0. Inside the floor by 11 points · rank 11 → 10 of 97.
- PDQ Deploy & Inventory: 0% to 0%, ±0. Inside the floor by 11 points · rank 12 → 11 of 97.
- Microsoft Configuration Manager: 0% to 0%, ±0. Inside the floor by 11 points · rank 27 → 22 of 97.
- Tanium Patch: 0% to 0%, ±0. Inside the floor by 11 points · rank 16 → 32 of 97.

## 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.