Ten of fourteen models named Port first on the direct prompt; two named Palo Alto Networks Cortex Cloud. Both were named by all fourteen models and Port carries 71 labels and Palo Alto Networks Cortex Cloud 49, so the shares are not directly comparable.
Named in two categories this edition.
Named in thirteen 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 internal developer portals page.
Across every category in the November 2026 Edition, Port and Palo Alto Networks Cortex Cloud were named in the same answer 143 times, of the 215 answers naming Port and the 305 naming Palo Alto Networks Cortex Cloud. In those answers Palo Alto Networks Cortex Cloud took the first choice two times and Port sixty-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.
“Proprietary Closed‑Source Portals (e.g., Port.io, OpsLevel, Atlassian Compass) | *Vendor lock‑in.*” GLM 4.7 FlashX · negative prompt · soft negative
“you should carefully verify Port's compatibility with your infrastructure before committing fully” Mistral Small · negative prompt · soft negative
“proprietary portals (Port.io, OpsLevel, Atlassian Compass, etc.) carry vendor lock-in risks” Mistral Small · negative prompt · soft negative
“Port — Best Overall Value for Small-to-Mid Teams ... Port's free tier (up to 15 users) is the sweet spot between capability and cost.” Kimi K2 · budget prompt · first choice
“Port is recommended for mid-sized B2B companies as it provides a good balance of time-to-value, governance, and mid-market pricing.” Llama 4 Maverick · paraphrase prompt · first choice
“Choose Port for balanced, quick-start portals with modern features like AI—often recommended as the "best for most teams"” Grok 4.20 · comparative prompt · first choice
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
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.