Five of fourteen models named ManageEngine Patch Manager Plus first on the direct prompt; two named Automox. Both were named by all fourteen models and ManageEngine Patch Manager Plus carries 46 labels and Automox 45, 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 November 2026 Edition, ManageEngine Patch Manager Plus and Automox were named in the same answer eighty-one times, of the 128 answers naming ManageEngine Patch Manager Plus and the 154 naming Automox. In those answers Automox took the first choice eleven times and ManageEngine Patch Manager Plus ten.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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. Four of five in this category shown.
“criticism for its agent, which can be difficult to configure and uninstall” Mistral Small · negative prompt · soft negative
“For most mid-market B2B companies, ManageEngine Patch Manager Plus offers the best balance of features, transparent pricing, and comprehensive coverage.” MiniMax M2.5 · direct prompt · first choice
“ManageEngine Patch Manager Plus is the strongest general-purpose fit because it supports Windows, macOS, and Linux” Perplexity Sonar · paraphrase prompt · first choice
“The recommended OS and third-party patching solution for a mid-sized B2B company is ManageEngine Patch Manager Plus” Llama 4 Maverick · 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.
“If you want a standalone, zero-fuss, multi-OS cloud patching solution, go with Automox or Action1.” Gemini 3.5 Flash · direct prompt · first choice
“or Automox if you want a lightweight, powerful, cloud-native patching tool at a lower price point” Kimi K2 · paraphrase prompt · first choice
“Automox: Agent-based, cloud-native, excels in hybrid environments and third-party patching.” Grok 4.20 · negative 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.