Five of fourteen models named Azure API Management first on the direct prompt; zero named Amazon API Gateway. Both were named by all fourteen models and both carry 52 labels, so the shares below are directly comparable.
Named in three categories this edition.
Named in four 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.
Across every category in the October 2026 Edition, Azure API Management and Amazon API Gateway were named in the same answer 214 times, of the 253 answers naming Azure API Management and the 370 naming Amazon API Gateway. In those answers Amazon API Gateway took the first choice nineteen times and Azure API Management nine.
| 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.
“AWS API Gateway alone — if you're not already deeply AWS-native, the developer portal and lifecycle features are more limited.” DeepSeek V4 Flash · paraphrase prompt · hard negative
“Avoid this platform if you are a small team, a startup, or if your primary goal is rapid development and clear documentation.” GLM 4.7 FlashX · negative prompt · hard negative
“widely recommended to avoid if your infrastructure is multi-cloud or hybrid” Qwen 3.7 Flash · negative prompt · hard negative
“best default choice is usually Amazon API Gateway for a company already on AWS” GPT-5.4 mini · budget 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.