# dbt-expectations: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 1 category by 2 of 14 models. Page: https://www.gane.ai/index/it/vendors/dbt-expectations

## 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% | 36 | 0% | 2 |

## What the models said for it

- "purpose-built simple tools (like dbt-expectations, Soda Core open-source, or custom SPC-based detectors) handle most use cases" (DeepSeek V4 Flash, Data observability)
- "Start with dbt-expectations or Great Expectations if you have technical data/analytics engineers" (Kimi K2, 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 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| 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 | 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-expectations, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- capterra.ca: 2
- datadoghq.com: 2
- g2.com: 2
- astrafy.io: 1
- ataccama.com: 1
- aws.amazon.com: 1
- barc.com: 1
- capterra.co.uk: 1
- collibra.com: 1
- data-pilot.com: 1

### Pages cited

- https://astrafy.io/blog/dbt-at-scale-on-google-cloud-part-2: 1
- https://ataccama.com/platform/data-quality: 1
- https://ataccama.com/pricing: 1
- https://aws.amazon.com/marketplace/reviews/reviews-list/prodview-hikicsfohm3gg: 1
- https://aws.amazon.com/marketplace/reviews/reviews-list/prodview-subkmt3ipfzy6: 1
- https://aws.amazon.com/marketplace/reviews/reviews-list/prodview-subkmt3ipfzy6/review/655b2be5-7757-3006-9264-b137207298de: 1
- https://barc.com/reviews/data-quality-observability: 1
- https://capterra.ca/reviews/1019868/accel: 1

## 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.