| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Embedded analytics | Data platform | 0% | 72 of 72 | 64% | 28 | criticized challenger | |
| Data catalogs and governance | Data platform | 0% | 78 of 83 | 100% | 1 | under 10 labels · led by Atlan at 44% | |
| ML platforms | Data platform | 0% | 104 of 107 | 100% | 1 | under 10 labels · led by Azure Machine Learning at 21% | newNew since September 2026: not ranked then, 0% now. |
| 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 | 0 | 0 | 6 | 6 |
| Perplexity Sonar | 0 | 1 | 0 | 2 | 3 |
| Grok 4.20 | 0 | 1 | 1 | 1 | 3 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 4 | 4 |
| Llama 4 Maverick | 0 | 1 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 1 | 2 | 2 | 5 |
| Kimi K2 | 0 | 0 | 0 | 3 | 3 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 2 | 2 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 1 | 0 | 1 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |
Verbatim evidence the judge attached to positive labels.
“embedding has historically been complex (requiring their "Tableau Portal") or technically difficult to customize deeply” Qwen 3.7 Flash · Embedded analytics · comparative prompt · alternative
“Choose Tableau or Power BI if you want mature BI ecosystems and rich dashboard embedding.” Perplexity Sonar · Embedded analytics · comparative prompt · alternative
“Tableau is known for its data visualization and established embedding capabilities” Llama 4 Maverick · Embedded analytics · comparative prompt · alternative
“lean Power BI Embedded (~$1/hr capacity) or Tableau” Grok 4.20 · Embedded analytics · direct prompt · alternative
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.
“Many established BI companies (like Tableau or Microsoft PowerBI) now include "AI Predictions" features... they should be avoided for actual machine learning development.” Qwen 3.7 Flash · ML platforms · negative prompt · hard negative
“Don't use these for customer-facing embedded analytics unless you have a massive engineering budget” DeepSeek V4 Flash · Embedded analytics · negative prompt · hard negative
“Avoid: Looker and Tableau unless you're already deeply invested in those ecosystems” Kimi K2 · Embedded analytics · paraphrase prompt · hard negative
“Avoid: Enterprise platforms like Tableau, Looker, or Sisense” Kimi K2 · Embedded analytics · budget prompt · hard negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 76 of the 85 answers that named Tableau and are not a share of its labels.
363 of the 363 domain citations in answers naming Tableau came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read September 28, 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.
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Conference or event | 5,010 | undated | |||
| Blog | 1,045 | undated | |||
| Case study | 598 | undated | |||
| Webinar or virtual event | 36 | undated | |||
| Template or tool | 29 | undated | |||
| Glossary or explainer | 24 | undated | |||
| Report or ebook | 4 | undated | |||
| Podcast or video | 4 | undated | |||
| Comparison | 2 | undated |
Every page tableau.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 September 29, 2026.
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.
What Tableau's own pages state, read September 28, 2026: tableau.com, trust.tableau.com, tableau.com/products/online/specs, tableau.com/events/conference/2021/partners. A claimed page can correct any of them.
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 Tableau'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 Tableau, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for Tableau by email, built from the raw record of the edition. It shows: