# Azure API Management: how AI models rank it, September 2026

IT AI Recommendation Index, September 2026 Edition. Named in 74 judge labels across 2 categories by 12 of 12 models. Page: https://it-ai-index.com/vendors/azure-api-management/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| API management | 7% | 5 | 20% | 41 |
| API gateways | 0% | 8 | 18% | 33 |

## What the models said for it

- "Kong or Azure API Management offer the best balance of features, scalability, and cost-effectiveness" (MiniMax M2.5, API management)
- "Kong and Azure API Management are the top choices due to their balance of features, scalability, and cost" (Mistral Small, API management)
- "Kong (Kong Konnect) or Azure API Management are strong choices for mid-market B2B companies." (Claude Haiku 4.5, API management)
- "native offerings like AWS API Gateway or Azure API Management require almost zero maintenance, but they can suffer from higher cold-start latencies" (Gemini 3.5 Flash, API gateways)

## And against it

- "Avoid using deprecated or retired features/platforms (Azure APIM v0/v1, legacy portal, stv1" (GLM 4.7 FlashX, API gateways)
- "Azure API Management’s `stv1` compute platform was scheduled for retirement on August 31, 2024, and Microsoft recommends migrating to `stv2`" (GPT-5.4 mini, API management)
- "The Risk: While these are fantastic tools if you live entirely within that ecosystem, migrating them out is difficult." (Qwen 3.7 Flash, API management)
- "Cost surprises around logs/telemetry ... Scaling is slow ... weaker as a standalone general-purpose choice." (DeepSeek V4 Flash, API management)

## Record

- Method: https://it-ai-index.com/methodology/
- Raw judge labels and full responses: https://it-ai-index.com/data/
- License: CC BY 4.0. Cite as IT AI Recommendation Index, September 2026 Edition, it-ai-index.com.