# Imply/Pinot: how AI models rank it, November 2026

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

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data virtualization](https://www.gane.ai/index/it/it-data/data-virtualization/index.md) | 0% | 38 | 0% | 1 |

## What the models said for it

- "For real-time streaming use cases" (Kimi K2, Data virtualization)

## 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 | 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 | 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 Imply/Pinot, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- airbyte.com: 1
- aws.amazon.com: 1
- browserstack.com: 1
- capterra.co.nz: 1
- denodo.com: 1
- en.wikipedia.org: 1
- fivetran.com: 1
- g2.com: 1
- huwise.com: 1
- k2view.com: 1

### Pages cited

- http://revistaie.ase.ro/content/60/08%20-%20Bologa.pdf: 1
- https://airbyte.com/top-etl-tools-for-sources/data-virtualization-tools: 1
- https://aws.amazon.com/marketplace/reviews/reviews-list/prodview-77esvht3h5kgy: 1
- https://browserstack.com/guide/data-virtualization: 1
- https://capterra.co.nz/software/170453/tibco-data-virtualization: 1
- https://denodo.com/en/page/5-flavors-data-virtualization: 1
- https://en.wikipedia.org/wiki/Data_virtualization: 1
- https://fivetran.com/learn/data-virtualization: 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.