Two of fourteen models named Automox first on the direct prompt; zero named ManageEngine Endpoint Central. Automox was named by thirteen of the fourteen models and ManageEngine Endpoint Central by nine and Automox carries 36 labels and ManageEngine Endpoint Central 11, so the shares are not directly comparable.
Named in three categories this edition.
Named in five 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.
| 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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“ManageEngine Desktop Central (2021) | CVE‑2021‑44515 – unauthenticated remote code execution.” MiniMax M2.5 · negative prompt · soft negative
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.