Ten of fourteen models named ManageEngine Patch Manager Plus first on the direct prompt; two named Automox. ManageEngine Patch Manager Plus was named by thirteen of the fourteen models and Automox by thirteen and ManageEngine Patch Manager Plus carries 51 labels and Automox 36, so the shares are not directly comparable.
Named in one category this edition.
Named in three categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the patch management page.
Across every category in the October 2026 Edition, ManageEngine Patch Manager Plus and Automox were named in the same answer seventy-seven times, of the 131 answers naming ManageEngine Patch Manager Plus and the 128 naming Automox. In those answers Automox took the first choice sixteen times and ManageEngine Patch Manager Plus sixteen.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“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 · soft negative
“The issues are real but not universal — evaluate against your environment size and complexity.” DeepSeek V4 Flash · negative prompt · soft negative
“You can use them (they are functional), but audit their changelogs carefully.” Qwen 3.7 Flash · negative prompt · soft negative
“ManageEngine Patch Manager Plus: It covers Windows, macOS, and Linux OS patching alongside third-party application updates for 850+ applications.” Llama 4 Maverick · paraphrase prompt · first choice
“For third-party patching: ManageEngine Patch Manager Plus. Top pick for mid-sized businesses due to its balance of features, cost, and ease” Grok 4.1 Fast · paraphrase prompt · first choice
“ManageEngine Patch Manager Plus gives you the widest third-party catalogue and policy-driven automation with a low entry cost.” Muse Glimmer 30B · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Automox takes a unique approach by being fully SaaS-based... The modern leaders (Automox, Tanium, Ivanti) treat patching as code or policy.” Qwen 3.7 Flash · comparative prompt · first choice
“If I had to pick one without more details: Automox for a mid-market company that wants a dedicated, cloud-managed patching tool” GPT-6 Luna · direct prompt · first choice
“Pure-Play Cloud Patching | Automox or Action1 | Extremely modern, cloud-native, excellent cross-platform support” Gemini 3.5 Flash · scale prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.