Data virtualization · Named, not rankedAtScale
AtScale is a semantic layer product for business intelligence and analytics · atscale.com ↗
Named, too few times to rank.
A product needs 10 labels in a category before a share is stated. AtScale has 9.
Why models recommend it
“is Dremio or AtScale, as they help save on cloud costs”Llama 4 Maverick · Budget-constrained question · first choice
“Another cost-effective option, especially for companies looking to save on cloud costs and warehouse expenses.”Mistral Small · Budget-constrained question · alternative
“Denodo, Dremio, Starburst Galaxy, and AtScale tend to rank higher for speed, pushdown optimization, governance”Grok 4.20 · Negative question · alternative
“Choose AtScale when consistent metrics across BI tools are the primary goal.”Perplexity Sonar · Comparative question · alternative
What gives them pause
No model argued against it.
Also on the shortlist
The products named in the same answers as AtScale, over the 14 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 13 | 4 | View → | |
| 12 | 7 | View → | |
| 11 | 0 | View → | |
| 9 | 1 | View → | |
| 8 | 1 | View → | |
| 3 | 1 | View → | |
| 3 | 0 | View → | |
| 3 | 0 | View → | |
| 3 | 0 | View → | |
| 2 | 1 | View → |
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on AtScale's own site, not checked by Gane.
- For
- enterprise data teams, BI professionals, and AI/ML practitioners
- Price stated
- Consumption-based pricing aligned to deployed value
- Customers named
- Vodafone Portugal, Celfocus, Bluemercury, Blue Yonder, Papa Johns, TELUS
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 12 of the 14 answers that named AtScale and are not a share of its labels.
Domains cited
Forty-nine of the forty-nine domain citations in answers naming AtScale came from a third party's page.
Pages cited
Pages are listed as the models cited them.
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 |
What it publishes
| Kind | Pages | Last 90 days | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 486 | 11 | 2026-09-29 | Data virtualization, Data warehouses | |
| News or press | 132 | 1 | 2026-08-27 | Data virtualization | |
| Glossary or explainer | 82 | 0 | 2026-06-29 | ETL, Embedded analytics | |
| Podcast or video | 42 | 1 | 2026-07-30 | ||
| Conference or event | 33 | 1 | 2026-07-13 | ||
| Webinar or virtual event | 20 | 1 | 2026-09-14 | ||
| Comparison | 13 | 2 | 2026-07-22 | ETL | |
| Case study | 5 | 0 | 2026-06-24 | ||
| Report or ebook | 4 | undated | |||
| Template or tool | 2 | 0 | 2025-09-16 |
Most recent
- 2026-09-29Microsoft joins open semantic standard blog
- 2026-09-22Generative ai semantic layer blog
- 2026-09-17Missing step text to sql blog
- 2026-09-15Semantic layer generative bi blog
- 2026-09-14Tdwi webinar semantic layer generative bi webinar or virtual event
- 2026-08-27Atscale appoints mihir shah board of directors news or press
How it is countedHide how it is counted
Every page atscale.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read October 5, 2026.