Two of fourteen models named Palo Alto Networks Cortex Cloud first on the direct prompt; one named Roadie. Palo Alto Networks Cortex Cloud was named by fourteen of the fourteen models and Roadie by thirteen and Palo Alto Networks Cortex Cloud carries 49 labels and Roadie 32, so the shares are not directly comparable.
Named in thirteen categories 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 internal developer portals page.
Across every category in the November 2026 Edition, Palo Alto Networks Cortex Cloud and Roadie were named in the same answer eighty-four times, of the 305 answers naming Palo Alto Networks Cortex Cloud and the 103 naming Roadie. In those answers Roadie took the first choice nine times and Palo Alto Networks Cortex Cloud five.
| 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. One of one in this category shown.
“Other Options to Avoid on a Tight Budget - Cortex, configure8, or Cycloid are excellent but are paid SaaS platforms” Grok 4.20 · budget prompt · hard negative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“starting with a SaaS catalog-first portal like Port or Roadie gives the quickest developer experience lift” Muse Glimmer 30B · paraphrase prompt · first choice
“Need speed and developer experience? Port or Roadie.” Mistral Small · comparative prompt · first choice
“I'd recommend Roadie for a mid-sized B2B company” 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.