Two of fourteen models named Apigee 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 five 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, Apigee and Amazon API Gateway were named in the same answer 265 times, of the 349 answers naming Apigee and the 370 naming Amazon API Gateway. In those answers Amazon API Gateway took the first choice twenty-seven times and Apigee thirty-six.
| 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 seven in this category shown.
“Proceed with extreme caution... built for massive enterprises with hundreds of developers and millions of dollars in budget” Gemini 3.5 Flash · scale prompt · hard negative
“Avoid Apigee if you are building a microservices architecture, using Kubernetes, or planning to integrate with AI agents.” GLM 4.7 FlashX · negative prompt · hard negative
“hard warnings to "steer away from Apigee, especially for organizations with strict compliance and regulatory oversight."” DeepSeek V4 Flash · negative prompt · hard negative
“the best *general-purpose* API management platform is usually Apigee if you need strong governance, analytics, and enterprise-grade lifecycle management” Perplexity Sonar · direct prompt · first choice
“Apigee excels at treating APIs as products... make it the preferred choice for consumer-facing or partner-facing APIs” Qwen 3.7 Flash · comparative prompt · first choice
“### 1. Google Cloud Apigee Best for: Comprehensive API lifecycle management & external partner APIs” Kimi K2 · comparative 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.