# AWS Entity Resolution: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 9 judge labels across 1 category by 6 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/aws-entity-resolution

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Identity resolution](https://www.gane.ai/index/gtm/gtm-data/identity-resolution/index.md) | 2% | 9 | 0% | 9 |

## What the models said for it

- "Best low-budget default: AWS Entity Resolution" (GPT-6 Luna, Identity)
- "Select Warehouse-Native (AWS, Hightouch, Snowflake Native) if your data engineering strategy focuses on centralized data lake architecture" (Gemini 3.5 Flash, Identity)
- "Prioritize Warehouse-Native or Composable solutions (e.g., RudderStack, AWS Entity Resolution, or Hightouch/Census)" (Gemini 3.5 Flash, Identity)
- "AWS Entity Resolution if you have several data sources and someone technical to own the matching rules" (GPT-6 Luna, Identity)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 2 | 0 | 0 | 2 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 1 | 0 | 0 | 1 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 1 | 2 | 0 | 0 | 3 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named AWS Entity Resolution, from 23 of the 24 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 11
- itechguides.com: 11
- gane.ai/index: 8
- usermaven.com: 8
- acxiom.com: 6
- guideflow.com: 6
- rankite.com: 6
- tilores.io: 6
- aws.amazon.com: 5
- directmail.io: 5

### Pages cited

- https://itechguides.com/best/identity-resolution-software: 11
- https://usermaven.com/blog/identity-resolution-software: 8
- https://acxiom.com/wp-content/uploads/2025/08/martech-intelligence-report-identity-resolution-platforms.pdf: 6
- https://guideflow.com/blog/identity-resolution-software: 6
- https://rankite.com/blog/best-identity-resolution-software: 6
- https://tilores.io/content/best-identity-resolution-platforms-2026: 6
- https://aws.amazon.com/entity-resolution/pricing: 5
- https://directmail.io/blog/best-identity-resolution-platforms-2026: 5

## Record

- Method: https://www.gane.ai/index/gtm/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/gtm.