Five of fourteen models named Azure API Management first on the direct prompt; zero named Postman. Azure API Management was named by fourteen of the fourteen models and Postman by eleven and Azure API Management carries 52 labels and Postman 16, so the shares are not directly comparable.
Named in three categories 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 API management page.
| 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. Six of eight in this category shown.
“Be cautious for scenarios requiring deep, vendor-agnostic governance and lifecycle management outside Microsoft cloud.” Muse Glimmer 30B · negative prompt · soft negative
“Frequent breaking changes and retirements ... which can create upgrade fatigue and operational risk.” DeepSeek V4 Flash · negative prompt · soft negative
“native cloud portals are notoriously difficult to customize and offer poor developer experiences” Gemini 3.5 Flash · paraphrase prompt · soft negative
“I'd recommend Azure API Management if your team wants a strong all-around platform with a built-in developer portal” Perplexity Sonar · paraphrase prompt · first choice
“Candidates like Kong Konnect, Tyk, Azure API Management, or Zuplo are often the right fit at this scale” DeepSeek V4 Flash · scale prompt · first choice
“Choose Azure API Management if you're in the Microsoft ecosystem and want a managed, integrated solution.” Mistral Small · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“less ideal as a primary enterprise gateway for production traffic” GLM 4.7 FlashX · comparative prompt · soft negative
“### 1. Best All-in-One Lifecycle & Portal: Postman API Platform” Qwen 3.7 Flash · paraphrase prompt · first choice
“I'd recommend Postman Enterprise as the best default choice” GPT-5.4 mini · paraphrase prompt · first choice
“Postman is the safest bet for a mid-sized B2B company.” Mistral Small · 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.