Ten of fourteen models named Portnox Cloud first on the direct prompt; one named Cisco Identity Services Engine. Both were named by all fourteen models and Portnox Cloud carries 48 labels and Cisco Identity Services Engine 58, so the shares are not directly comparable.
Named in one category this edition.
Named in two 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 network access control page.
Across every category in the November 2026 Edition, Portnox Cloud and Cisco Identity Services Engine were named in the same answer 111 times, of the 151 answers naming Portnox Cloud and the 173 naming Cisco Identity Services Engine. In those answers Cisco Identity Services Engine took the first choice thirty-two times and Portnox Cloud fifty-three.
| 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. Six of eight in this category shown.
“Avoid solutions like Cisco ISE unless you have dedicated security engineering resources to maintain policy rule sets.” Gemini 3.5 Flash · direct prompt · hard negative
“Many AI models and experts recommend avoiding it unless you are already deeply invested in Cisco's ecosystem” Mistral Small · negative prompt · hard negative
“Unpatched instances of ISE or ClearPass with known 2026 authentication / RCE CVEs” Muse Glimmer 30B · negative prompt · hard negative
“the most searched / mindshare leader... It remains the enterprise standard and is the default for large enterprises already running Cisco infrastructure” Muse Glimmer 30B · comparative prompt · first choice
“The market leader and industry standard for large enterprises. It offers the most granular control and features in the world.” Qwen 3.7 Flash · comparative prompt · first choice
“Choose Cisco ISE if you are a Cisco shop needing the deepest policy control and TrustSec segmentation.” Kimi K2 · comparative 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.