Four of fourteen models named Action1 first on the direct prompt; three named ManageEngine Endpoint Central. Action1 was named by fourteen of the fourteen models and ManageEngine Endpoint Central by eight and Action1 carries 42 labels and ManageEngine Endpoint Central 16, so the shares are not directly comparable.
Named in six categories this edition.
Named in six 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, Action1 and ManageEngine Endpoint Central were named in the same answer eighty times, of the 262 answers naming Action1 and the 258 naming ManageEngine Endpoint Central. In those answers ManageEngine Endpoint Central took the first choice eleven times and Action1 twenty-six.
| 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. Five of five in this category shown.
“Some models suggest avoiding free or light tools like Action1 free tier, especially for large enterprises.” Llama 4 Maverick · negative prompt · hard negative
“The free or light versions of Action1 are not recommended for large-scale or enterprise use.” Mistral Small · negative prompt · soft negative
“The best patch management tool for a company with a limited budget is Action1, as it offers a free tier that covers 200 endpoints with full features and no time limit.” Llama 4 Maverick · budget prompt · first choice
“Action1 provides enterprise-grade automated patch management completely free for up to 200 devices with zero functional limitations.” Gemini 3.5 Flash · budget prompt · first choice
“Best Completely Free Option: Action1 ... currently the strongest contender for businesses with zero budget for software licensing.” Qwen 3.7 Flash · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“ManageEngine Patch Manager Plus / Endpoint Central is the most frequently named best mid-market all-rounder” Muse Glimmer 30B · direct prompt · first choice
“NinjaOne or ManageEngine Endpoint Central are the top choices for mid-sized businesses” GLM 4.7 FlashX · paraphrase 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.