1 category · Named, not rankedAtScale
Standing by category
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Data virtualization | Data platform | 2% | 10 of 99 | 0% | 5 | under 10 labels · led by Denodo at 28% |
Movement
By model
How each model treated AtScale across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.ShowHide
By model
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 0 | 1 | 0 | 1 |
| Grok 4.1 Fast | 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 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 0 | 1 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 1 | 0 | 0 | 0 | 1 |
By framing
What the models said for it
Verbatim evidence the judge attached to positive labels.
“Mid-market companies that want to make their cloud data easy to use should look at AtScale or Dremio.” Muse Glimmer 30B · Data virtualization · direct prompt · first choice
“AtScale specializes in creating a single, virtualized semantic layer for BI tools and AI agents to query uniformly.” Gemini 3.5 Flash · Data virtualization · scale prompt · alternative
“Is your primary use case accelerating BI reports? | AtScale” MiniMax M2.5 · Data virtualization · paraphrase prompt · alternative
And against it
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
Named alongside
The products named in the same answers as AtScale, over the 14 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and AtScale was named but was not.ShowHide
Named alongside
What carried it into the answer
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 13 of the 14 answers that named AtScale and are not a share of its labels.
Domains cited
Fifty-nine of the fifty-nine domain citations in answers naming AtScale came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
atscale.com ranks 9 on Google for the category's searches. In the answers, AtScale takes 2% of first choices and Denodo takes 28%.ShowHide
Search and answers
In search
Google, US estimates- Searches for its name, Google
- 1,600 a month (“atscale”)
- AI search demand for its name, est.
- 23 a month
- Organic visits to its site
- about 14,764 a month
- Searches its site ranks for
- 3,830 · 74 in the top three
- Sites linking to it
- 2,305
- Paid Google search
- 3 searches its ads show for, about 22 clicks and $619 a month (estimate)
In answers
This edition- First choices
- 1 across its categories
- Named in
- 14 answers
- Its own site cited
- in 13 of the answers that named it
Search figures are US estimates from DataForSEO, read October 5, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
What it publishes
ShowHide
What it publishes
ShowHide| 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.
Follow AtScale
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
The company
AtScale is its own company.ShowHide
The company
In its own words
Stated by the vendor, not checked- Positioning
- Semantic Layer Solution - BI & Data & Analytics Software
- For
- enterprise data teams, BI professionals, and AI/ML practitioners
- Price stated
- Consumption-based pricing aligned to deployed value atscale.com/pricing
- Customers named
- A Tier 1 bankVodafone PortugalCelfocusBluemercuryBlue YonderPapa JohnsTELUSTier 1 Bank
- Not stated on the pages read
- Starting price, free plan or trial, integrations, certifications, hosting
What AtScale's own pages state, read October 5, 2026: atscale.com, atscale.com/pricing, atscale.com/platform/claude, atscale.com/partners. A claimed page can correct any of them.
Claim this page
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when AtScale's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as AtScale, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
What a new claim receivesHide what a new claim receives
A new claim receives the current edition's vendor brief for AtScale by email, built from the raw record of the edition. It shows:
- where AtScale is named, by buyer and by framing, and which cells hold its first choices;
- the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
- its vocabulary against the segment leader's, and the pages the models cited;
- who was chosen in the answers that did not name AtScale, and every reason the record gives;
- a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
- one page of published figures cleared to show a buyer.