Zero of fourteen models named PacketFence first on the direct prompt; zero named HPE Aruba ClearPass. PacketFence was named by thirteen of the fourteen models and HPE Aruba ClearPass by ten and PacketFence carries 22 labels and HPE Aruba ClearPass 17, so the shares are not directly comparable.
Named in one category this edition.
Named in one category 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 network access control page.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | HA | |||||
| Gemini 3.5 Flash | HA | HA | ||||
| Perplexity Sonar | ||||||
| Grok 4.20 | HA | HA | ||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | HA | |||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | HA | HA | ||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | HA | HA | ||||
| GPT-6 Luna | HA | HA | ||||
| Muse Glimmer 30B | HA |
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.
“Self-hosting shifts licensing savings into implementation and support effort” Perplexity Sonar · direct prompt · soft negative
“Best Overall Open-Source Option: PacketFence ... If you have an in-house IT engineer comfortable with Linux, start with PacketFence.” Gemini 3.5 Flash · budget prompt · first choice
“Tightest budget, technical staff available: PacketFence self-hosted free + optional paid support. Best cost, higher operational effort.” Muse Glimmer 30B · budget prompt · first choice
“The best network access control solution for a company with a limited budget is PacketFence, as it is free to use” Llama 4 Maverick · budget 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.
“I'd usually recommend HPE Aruba ClearPass as the default NAC choice” GPT-5.4 mini · paraphrase prompt · first choice
“For large enterprises: Start with Cisco ISE or Aruba ClearPass” Grok 4.20 · comparative prompt · first choice
“Best for Complex Environments (Incumbents) Recommendation: Cisco ISE or HPE Aruba ClearPass” Qwen 3.7 Flash · paraphrase prompt · alternative
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.