# AtScale: how AI models rank it, October 2026

IT AI Recommendation Index, October 2026 Edition. Named in 5 judge labels across 1 categories by 5 of 14 models. Page: https://it-ai-index.com/vendors/atscale/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Data virtualization | 2% | 10 | 0% | 5 |

## What the models said for it

- "Mid-market companies that want to make their cloud data easy to use should look at AtScale or Dremio." (Muse Glimmer 30B, Data virtualization)
- "AtScale specializes in creating a single, virtualized semantic layer for BI tools and AI agents to query uniformly." (Gemini 3.5 Flash, Data virtualization)
- "Is your primary use case accelerating BI reports? | AtScale" (MiniMax M2.5, Data virtualization)

## 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: A Tier 1 bank, Vodafone Portugal, Celfocus, Bluemercury, Blue Yonder, Papa Johns, TELUS, Tier 1 Bank

## 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://it-ai-index.com/methodology/
- Raw judge labels and full responses: https://it-ai-index.com/data/
- License: CC BY 4.0. Cite as IT AI Recommendation Index, October 2026 Edition, it-ai-index.com.