# Amazon Aurora Serverless: how AI models rank it, October 2026

IT AI Recommendation Index, October 2026 Edition. Named in 3 judge labels across 1 categories by 3 of 14 models. Page: https://it-ai-index.com/vendors/amazon-aurora-serverless/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Managed relational databases | 0% | 81 | 67% | 3 |

## And against it

- "Caution is advised: Avoid Serverless Auto-Scaling (e.g., Aurora Serverless v2) for high baseline workloads" (MiniMax M2.5, Managed databases)
- "reached end of life March 31, 2025. Use the current Aurora serverless offering instead." (GPT-6 Luna, Managed databases)

## Movement since September 2026

Floor: 11 points of share, measured on the calibration repeat. A larger change is movement; a smaller one is noise.

- Managed relational databases: 2% to 0%, −2. Inside the floor by 9 points · rank 16 → 81 of 82.

## 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, October 2026 Edition, it-ai-index.com.