Ten of fourteen models named Portnox Cloud first on the direct prompt; zero named PacketFence. Portnox Cloud was named by fourteen of the fourteen models and PacketFence by thirteen and Portnox Cloud carries 48 labels and PacketFence 22, 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.
Across every category in the November 2026 Edition, Portnox Cloud and PacketFence were named in the same answer fifty-one times, of the 151 answers naming Portnox Cloud and the 70 naming PacketFence. In those answers PacketFence took the first choice ten times and Portnox Cloud twenty-seven.
| 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.
“Portnox has raised several security and usability concerns... Unencrypted RADIUS traffic” DeepSeek V4 Flash · negative prompt · hard negative
“Portnox Cloud appears to be the best overall choice based on its high rating, cloud-native architecture, strong ROI metrics” MiniMax M2.5 · direct prompt · first choice
“Portnox and OPSWAT MetaAccess are the top picks due to their cloud-native approach, ease of use, and scalability” Mistral Small · direct prompt · first choice
“Portnox Cloud — The clear front-runner for mid-market. SaaS, agentless, published pricing, deploys in days” DeepSeek V4 Flash · scale prompt · first choice
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
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.