# Patch management: what AI models recommend, October 2026

Gane Index, October 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/2026-10

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since. The current standing: https://www.gane.ai/index/it/operations/patch-management/index.md

**Standing:** ManageEngine Patch Manager Plus leads with 31% 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 | [ManageEngine Patch Manager Plus](https://www.gane.ai/index/it/vendors/manageengine-patch-manager-plus/index.md) | 31% | 10% | 52 |
| 2 | [Action1](https://www.gane.ai/index/it/vendors/action1/index.md) | 29% | 0% | 38 |
| 3 | [NinjaOne Autonomous Patch Management](https://www.gane.ai/index/it/vendors/ninjaone-autonomous-patch-management/index.md) | 12% | 11% | 37 |
| 4 | [Automox](https://www.gane.ai/index/it/vendors/automox/index.md) | 10% | 0% | 36 |
| 5 | [Patch My PC](https://www.gane.ai/index/it/vendors/patch-my-pc/index.md) | 6% | 0% | 17 |
| 6 | [Microsoft Intune](https://www.gane.ai/index/it/vendors/microsoft-intune/index.md) | 4% | 9% | 23 |
| 8 | [ManageEngine Endpoint Central](https://www.gane.ai/index/it/vendors/manageengine-endpoint-central/index.md) | 2% | 27% | 11 |
| 11 | [Ivanti Neurons for Patch Management](https://www.gane.ai/index/it/vendors/ivanti-neurons-for-patch-management/index.md) | 0% | 0% | 20 |
| 12 | [PDQ Deploy & Inventory](https://www.gane.ai/index/it/vendors/pdq-deploy-inventory/index.md) | 0% | 10% | 10 |
| 15 | [Atera](https://www.gane.ai/index/it/vendors/atera/index.md) | 0% | 18% | 11 |
| 27 | [Microsoft Configuration Manager](https://www.gane.ai/index/it/vendors/microsoft-configuration-manager/index.md) | 0% | 30% | 10 |
| 81 | [Windows Server Update Services](https://www.gane.ai/index/it/vendors/windows-server-update-services/index.md) | 0% | 47% | 17 |

Rank is by share of first choices among all 84 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: NinjaOne Autonomous Patch Management; alternatives Action1, Motadata ServiceOps
- GPT-5.4 mini: ManageEngine Patch Manager Plus; alternatives Automox, Ivanti Neurons for Patch Management, Windows Autopatch
- Gemini 3.5 Flash: NinjaOne Autonomous Patch Management; alternatives Action1, Automox, ManageEngine Patch Manager Plus, Microsoft Intune
- Perplexity Sonar: ManageEngine Patch Manager Plus; alternatives Action1, Heimdal Patch & Asset Management, Patch My PC, Syxsense
- Grok 4.20: ManageEngine Patch Manager Plus; alternatives Action1, Atera, Patch My PC, Syxsense
- Mistral Small: ManageEngine Patch Manager Plus; alternatives Automox, Heimdal Patch & Asset Management, NinjaOne Autonomous Patch Management
- DeepSeek V4 Flash: ManageEngine Patch Manager Plus; alternatives Automox, Heimdal Patch & Asset Management, NinjaOne Autonomous Patch Management, Syxsense
- Llama 4 Maverick: ManageEngine Patch Manager Plus
- Qwen 3.7 Flash: Automox, ManageEngine Patch Manager Plus; alternatives Acronis Cyber Protect, Action1, Kaseya VSA
- Kimi K2: ManageEngine Patch Manager Plus; alternatives Automox, Heimdal Patch & Asset Management, NinjaOne Autonomous Patch Management, Syxsense
- GLM 4.7 FlashX: ManageEngine Patch Manager Plus, NinjaOne Autonomous Patch Management; alternatives Action1, Automox, Heimdal Patch & Asset Management, Microsoft Intune
- MiniMax M2.5: NinjaOne Autonomous Patch Management; alternatives Action1, Automox, ManageEngine Patch Manager Plus
- GPT-6 Luna: Automox; alternatives Microsoft Intune, NinjaOne Autonomous Patch Management
- Muse Glimmer 30B: ManageEngine Patch Manager Plus; alternatives Action1, Automox

## Sources the answers cite

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

- learn.g2.com: 34 answers, 34 citations
- motadata.com: 34 answers, 34 citations
- acronis.com: 31 answers, 32 citations
- heimdalsecurity.com: 28 answers, 33 citations
- syncrosecure.com: 28 answers, 28 citations
- manageengine.com: 27 answers, 43 citations
- action1.com: 25 answers, 36 citations
- ninjaone.com: 25 answers, 33 citations

Pages named in the most answers:

- https://acronis.com/en/blog/posts/best-patch-management-software-and-tools-2026 (31 answers)
- https://learn.g2.com/best-patch-management-software (31 answers)
- https://motadata.com/blog/best-patch-management-software (29 answers)
- https://syncrosecure.com/blog/patch-management-tools (28 answers)
- https://cybersecuritynews.com/best-patch-management-software (23 answers)
- https://expertinsights.com/it-management/the-top-patch-management-software-for-business (23 answers)
- https://atera.com/blog/best-patch-management-software (18 answers)
- https://heimdalsecurity.com/blog/automated-patch-management-software (18 answers)
- https://devopsschool.com/blog/top-10-patch-management-tools-features-pros-cons-comparison (17 answers)
- https://gbhackers.com/best-patch-management-compared-2 (17 answers)

## Warned against

- Kaseya VSA: 7 of 13 labels negative. "The 2021 supply chain attack via Kaseya VSA resulted in ransomware being deployed" (Mistral Small, negative prompt)
- Windows Server Update Services: 8 of 17 labels negative. "Microsoft deprecated WSUS in September 2024... Sticking with WSUS long-term means relying on a stagnant platform" (Kimi K2, negative prompt)
- ManageEngine Patch Manager Plus: 5 of 52 labels negative. "vendors like ManageEngine and Qualys publish their own security advisories, which is normal, but it also means the patching platform itself becomes part of your attack surface" (GPT-5.4 mini, negative prompt)
- Ivanti Endpoint Manager: 4 of 5 labels negative. "has been repeatedly hit by flaws in the patching workflow itself... Many teams are pausing new deployments until the patching channel issues are fully remediated." (Muse Glimmer 30B, negative prompt)

## Movement since September 2026

Floor: 11 points of share, measured on the calibration repeat.
New leader: Action1 (27%) to ManageEngine Patch Manager Plus (30%). Margin 0 points, within noise.

- Automox: 19% to 9%, −10. Inside the floor by 1 point · rank 3 → 4 of 79.
- ManageEngine Patch Manager Plus: 21% to 30%, +9. Inside the floor by 2 points · rank 2 → 1 of 79.
- Patch My PC: 0% to 7%, +7. Inside the floor by 4 points · rank 14 → 5 of 79.
- Syxsense: 6% to 0%, −6. Inside the floor by 5 points · rank 5 → 14 of 79.
- Heimdal Patch & Asset Management: 4% to 0%, −4. Inside the floor by 7 points · rank 6 → 12 of 79.
- Action1: 27% to 30%, +3. Inside the floor by 8 points · rank 1 → 2 of 79.
- Microsoft Intune: 2% to 5%, +3. Inside the floor by 8 points · rank 7 → 6 of 79.
- ManageEngine Endpoint Central: 0% to 2%, +2. Inside the floor by 9 points · rank 12 → 8 of 79.
- Ivanti Neurons for Patch Management: 2% to 0%, −2. Inside the floor by 9 points · rank 8 → 10 of 79.
- Microsoft Configuration Manager: 2% to 0%, −2. Inside the floor by 9 points · rank 10 → 26 of 79.
- Windows Server Update Services: 2% to 0%, −2. Inside the floor by 9 points · rank 11 → 75 of 79.
- NinjaOne Autonomous Patch Management: 13% to 14%, +1. Inside the floor by 10 points · rank 4 → 3 of 79.

## Record

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