# dbt tests: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 3 judge labels across 1 category by 3 of 14 models. Page: https://www.gane.ai/index/it/vendors/dbt-tests

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data quality and observability](https://www.gane.ai/index/it/it-data/data-quality-and-observability/index.md) | 0% | 113 | 33% | 3 |

## What the models said for it

- "Tight coupling with dbt transformations | elementary or native dbt tests" (Qwen 3.7 Flash, Data observability)

## And against it

- "Open-source options like dbt tests or Elementary can be starters but may lack full automation." (Grok 4.20, Data observability)

## 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 | 0 | 1 | 0 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 1 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named dbt tests, from 9 of the 10 answers that named it (only the models that return a source list).

### Domains cited

- datakitchen.io: 6
- datastackindex.com: 4
- research.isg-one.com: 4
- algoscale.com: 3
- atlan.com: 3
- g2.com: 3
- getorchestra.io: 3
- ciopages.com: 2
- digna.ai: 2
- dotcom-monitor.com: 2

### Pages cited

- https://algoscale.com/data-engineering/best-data-observability-tools: 3
- https://atlan.com/know/data-observability-tools: 3
- https://research.isg-one.com/buyers-guide/analytics_and_data/data_observability/2024: 3
- https://ciopages.com/buyer-guides/data-quality-observability: 2
- https://datakitchen.io/answers/best-data-quality-observability-tool-for-dbt: 2
- https://datakitchen.io/blog/stop-paying-the-data-quality-tax: 2
- https://digna.ai/data-quality-monitoring-tools: 2
- https://dotcom-monitor.com/blog/best-observability-tools: 2

## Record

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