One of fourteen models named Palo Alto Networks Cortex Cloud first on the direct prompt; zero named OpsLevel. Both were named by all fourteen models and Palo Alto Networks Cortex Cloud carries 47 labels and OpsLevel 41, so the shares are not directly comparable.
Named in twelve 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 October 2026 Edition, Palo Alto Networks Cortex Cloud and OpsLevel were named in the same answer eighty-eight times, of the 239 answers naming Palo Alto Networks Cortex Cloud and the 112 naming OpsLevel. In those answers OpsLevel took the first choice six times and Palo Alto Networks Cortex Cloud four.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| 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.
“No public pricing (sales-led), so harder to budget for — generally not ideal if budget transparency matters.” DeepSeek V4 Flash · budget prompt · soft negative
“Cortex: Exceptional for governance and scorecards... Cortex is a market leader with polished reporting and initiative tracking.” Gemini 3.5 Flash · scale prompt · first choice
“Cortex is a microservices-focused platform that offers a range of features, but its pricing is not explicitly stated.” Llama 4 Maverick · budget prompt · first choice
“My default recommendation: Cortex if you want a managed SaaS portal that's opinionated, quick to roll out” GPT-5.4 mini · direct 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.
“Most proprietary portals (Port.io, OpsLevel, Atlassian Compass, etc.) carry vendor lock-in risks” DeepSeek V4 Flash · negative prompt · soft negative
“Commercial tools like Cortex and OpsLevel often require 6+ months to implement.” GLM 4.7 FlashX · scale prompt · soft negative
“OpsLevel - Limited Flexibility ... Rigid data model” Kimi K2 · negative prompt · soft negative
“OpsLevel: The best option if you want a quick, service-catalog-first setup with straightforward ownership and maturity tracking.” Gemini 3.5 Flash · scale prompt · first choice
“you likely want a managed SaaS portal (Port, OpsLevel, or Cortex)” DeepSeek V4 Flash · scale prompt · first choice
“Top Recommendation: Port or OpsLevel” Kimi K2 · 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.