Five of fourteen models named Azure API Management first on the direct prompt; one named Zuplo. Azure API Management was named by fourteen of the fourteen models and Zuplo by nine and Azure API Management carries 52 labels and Zuplo 14, so the shares are not 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 Zuplo were named in the same answer forty-six times, of the 253 answers naming Azure API Management and the 156 naming Zuplo. In those answers Zuplo took the first choice thirteen times and Azure API Management zero.
| 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. Three of three in this category shown.
“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
“Speed & Hands-off Maintenance | Zuplo | Best SaaS free tier ($0 up to 100k requests/mo); no servers to manage.” Gemini 3.5 Flash · budget prompt · first choice
“pick Kong for the lowest-cost serious platform, or Zuplo if you prefer managed convenience with a tiny budget” Perplexity Sonar · 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.