Zero of fourteen models named Aruba ClearPass first on the direct prompt; one named Cisco Identity Services Engine. Both were named by all fourteen models and Aruba ClearPass carries 27 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, Aruba ClearPass and Cisco Identity Services Engine were named in the same answer eighty times, of the 91 answers naming Aruba ClearPass and the 173 naming Cisco Identity Services Engine. In those answers Cisco Identity Services Engine took the first choice seven times and Aruba ClearPass 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. Six of eight in this category shown.
“frequently mentioned as a solution to avoid due to its high cost and steep learning curve” Mistral Small · negative prompt · hard negative
“Skip Cisco ISE, Aruba ClearPass, or Forescout” Grok 4.20 · budget prompt · hard negative
“Outdated or poorly maintained NAC products (e.g., older versions of Cisco ISE, Aruba ClearPass, or generic 802.1X setups without ongoing updates)” Grok 4.20 · negative prompt · soft negative
“For most modern organizations, FortiNAC, Aruba ClearPass, or Palo Alto Prisma Access offer the best balance of features and flexibility.” GLM 4.7 FlashX · comparative prompt · first choice
“Aruba ClearPass — Consistently praised for reliability and integration” DeepSeek V4 Flash · negative prompt · first choice
“Best Overall Choice: Aruba ClearPass” GLM 4.7 FlashX · paraphrase 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.