# AtScale: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 9 judge labels across 1 category by 7 of 14 models. Page: https://www.gane.ai/index/it/vendors/atscale

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data virtualization](https://www.gane.ai/index/it/it-data/data-virtualization/index.md) | 2% | 8 | 0% | 9 |

## What the models said for it

- "is Dremio or AtScale, as they help save on cloud costs" (Llama 4 Maverick, Data virtualization)
- "Another cost-effective option, especially for companies looking to save on cloud costs and warehouse expenses." (Mistral Small, Data virtualization)
- "Denodo, Dremio, Starburst Galaxy, and AtScale tend to rank higher for speed, pushdown optimization, governance" (Grok 4.20, Data virtualization)
- "Choose AtScale when consistent metrics across BI tools are the primary goal." (Perplexity Sonar, 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 | 2 | 0 | 2 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 1 | 1 | 0 | 2 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| Llama 4 Maverick | 1 | 0 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| 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 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named AtScale, from 12 of the 14 answers that named it (only the models that return a source list).

### Domains cited

- scmgalaxy.com: 8
- etlclub.net: 6
- g2.com: 6
- sourceforge.net: 6
- thectoclub.com: 5
- airbyte.com: 4
- promethium.ai: 4
- verifiedmarketresearch.com: 4
- cbinsights.com: 3
- denodo.com: 3

### Pages cited

- https://scmgalaxy.com/tutorials/top-10-data-virtualization-platforms-features-pros-cons-comparison: 8
- https://etlclub.net/best-data-virtualization-platforms: 6
- https://thectoclub.com/tools/best-data-virtualization-software: 5
- https://verifiedmarketresearch.com/blog/best-data-virtualization-software: 4
- https://airbyte.com/top-etl-tools-for-sources/data-virtualization-tools: 3
- https://cbinsights.com/esp/enterprise-tech/data-management/data-virtualization-platforms: 3
- https://sourceforge.net/software/data-virtualization: 3
- https://stocksmantra.com/top-10-data-virtualization-platforms-features-pros-cons-comparison: 3

## In its own words

What AtScale's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: Semantic Layer Solution - BI & Data & Analytics Software (https://atscale.com/)
- For: enterprise data teams, BI professionals, and AI/ML practitioners (https://atscale.com/)
- Price stated: Consumption-based pricing aligned to deployed value (https://www.atscale.com/pricing)
- Customers named: Vodafone Portugal, Celfocus, Bluemercury, Blue Yonder, Papa Johns, TELUS

## What it publishes

Every page atscale.com exposes, read 2026-10-05: 10026 addresses. By kind, pages and the last 90 days:

- blog: 486 pages, 11 in the last 90 days, latest 2026-09-29
- case study: 5 pages, 0 in the last 90 days, latest 2026-06-24
- webinar or virtual event: 20 pages, 1 in the last 90 days, latest 2026-09-14
- conference or event: 33 pages, 1 in the last 90 days, latest 2026-07-13
- report or ebook: 4 pages, 0 in the last 90 days, latest undated
- comparison: 13 pages, 2 in the last 90 days, latest 2026-07-22
- template or tool: 2 pages, 0 in the last 90 days, latest 2025-09-16
- glossary or explainer: 82 pages, 0 in the last 90 days, latest 2026-06-29
- podcast or video: 42 pages, 1 in the last 90 days, latest 2026-07-30
- news or press: 132 pages, 1 in the last 90 days, latest 2026-08-27
- Recent: 2026-09-29 blog: Microsoft joins open semantic standard https://www.atscale.com/blog/microsoft-joins-open-semantic-standard
- Recent: 2026-09-22 blog: Generative ai semantic layer https://www.atscale.com/blog/generative-ai-semantic-layer
- Recent: 2026-09-17 blog: Missing step text to sql https://www.atscale.com/blog/missing-step-text-to-sql
- Recent: 2026-09-15 blog: Semantic layer generative bi https://www.atscale.com/blog/semantic-layer-generative-bi
- Recent: 2026-09-14 webinar or virtual event: Tdwi webinar semantic layer generative bi https://www.atscale.com/resource/tdwi-webinar-semantic-layer-generative-bi
- Recent: 2026-08-27 news or press: Atscale appoints mihir shah board of directors https://www.atscale.com/press/atscale-appoints-mihir-shah-board-of-directors

## 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.