# AWS X-Ray: how AI models rank it, September 2026

IT AI Recommendation Index, September 2026 Edition. Named in 3 judge labels across 3 categories by 2 of 12 models. Page: https://it-ai-index.com/vendors/aws-x-ray/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Application performance monitoring | 0% | 50 | 0% | 1 |
| Error and crash monitoring | 0% | 31 | 100% | 1 |
| Observability platforms | 0% | 29 | 0% | 1 |

## What the models said for it

- "AWS CloudWatch + X-Ray" (GLM 4.7 FlashX, Observability)

## And against it

- "extracting that historical data out of AWS X-Ray becomes technically difficult and expensive" (Qwen 3.7 Flash, Error monitoring)

## 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.