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IT AI Index
Index › Products › Tableau · October 2026 Edition
3 categories · Ranked

Tableau

85Judge labels
1First choices
56Negative labels
14 / 14Models named it
3Categories
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.8, every buyer segment counted.
Best standing
2% in Embedded analytics for enterprise buyers
Rank 72 of 72 in the mid-market standingcriticized challenger
0 of 14 models made it the first choice on the direct prompt; 64% of its 28 labels there were negative.
What the models named instead of Tableau →
By buyer segmentRead the same way at every buyer size.
In embedded analytics · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading

Standing by category

Every category where a model named Tableau for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.
CategoryFunctionShareRankNegative rateLabelsQuadrantSince September 2026
Embedded analyticsData platform0%72 of 7264%28criticized challenger
Data catalogs and governanceData platform0%78 of 83100%1under 10 labels · led by Atlan at 44%
ML platformsData platform0%104 of 107100%1under 10 labels · led by Azure Machine Learning at 21%newNew since September 2026: not ranked then, 0% now.

Movement

This is the first edition on this tier, so no move can be computed for Tableau yet. From the next edition this section shows, per buyer segment and per category, whether its share moved by more than the measured noise floor.

By model

How each model treated Tableau across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.
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ModelFirst choiceAlternativeMentionNegativeLabels
Claude Haiku 4.500000
GPT-5.4 mini00000
Gemini 3.5 Flash00066
Perplexity Sonar01023
Grok 4.2001113
Mistral Small00101
DeepSeek V4 Flash00044
Llama 4 Maverick01001
Qwen 3.7 Flash01225
Kimi K200033
GLM 4.7 FlashX00022
MiniMax M2.500101
GPT-6 Luna00101
Muse Glimmer 30B00000

By framing

Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.
FramingLabels by classFirst choices
Direct16 labels1
Paraphrase10 labelsNone
Comparative17 labels1not counted in share
Budget-constrained12 labelsNone
Scale-constrained7 labelsNone
Negative23 labelsNone
First choiceAlternativeMentionNegative85 labels in all, every segment counted; 1 of the 2 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.

What the models said for it

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

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.

“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

Named alongside

The products named in the same answers as Tableau, over the 85 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Tableau was named but was not.
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ProductSame answerTook the first choice insteadHead to head
Looker65 of 854Not among the top eight
Sisense48 of 854Not among the top eight
Microsoft Power BI Embedded48 of 853Not among the top eight
Metabase39 of 859Not among the top eight
ThoughtSpot Embedded38 of 853Not among the top eight
Luzmo36 of 8511Not among the top eight
GoodData25 of 859Not among the top eight
Embeddable25 of 856Not among the top eight
Power BI Embedded20 of 851Not among the top eight
Cube18 of 855Not among the top eight
A head-to-head page exists where both products are among a category's top eight. The other rows are the same fact without a page behind them, so they link to the product instead.

What carried it into the answer

The sites and pages cited by the answers that named Tableau. A fact about retrieval, not a lever on the model.

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.

Domains cited

holistics.io51
omni.co51
embeddable.com43
cube.dev39
zoho.com38
luzmo.com35
peliqan.io30
thoughtspot.com26
explo.co25
g2.com25

363 of the 363 domain citations in answers naming Tableau came from somebody else's page.

Pages cited

Pages are listed as the models cited them.

Search and answers

tableau.com is not in Google's top ten for any of the category's searches. In the answers, Tableau takes 0% of first choices and Metabase takes 22%.
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In search

Google, US estimates
Position for “embedded analytics platform”
–
not in the top ten
Position for “embedded analytics platforms”
–
not in the top ten
Searches for its name, Google
135,000 a month (“tableau”)
AI search demand for its name, est.
15,635 a month
Organic visits to its site
about 1,201,809 a month
Searches its site ranks for
65,203 · 8,624 in the top three
Sites linking to it
121,689
Paid Google search
1 searches its ads show for, about 1 clicks and $23 a month (estimate)
Ads on GoogleDetailLess
120+ ads · 116 text, 4 image · 85 shown in the last 30 days

First shown May 2024, as Salesforce, Inc., verified. Ads started 2025-10 to 2026-09: 59 in the year, 61 before.

On Google's pages: 1 2 3 4

In answers

This edition
Share of first choices
0%
rank 72 of 72 in embedded analytics
Segment leader
22%
Metabase
First choices
1 across its categories
Named in
85 answers
Its own site cited
in 76 of the answers that named it

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.

What it publishes

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Addresses on tableau.com
10,000
subdomains included
Content
6,752
counted in the table below
Documentation
61
Product · Integration
656 · 4
KindPagesLast 90 days2025-10 to 2026-09LatestCategories named
Conference or event5,010undated
Blog1,045undated
Case study598undated
Webinar or virtual event36undated
Template or tool29undated
Glossary or explainer24undated
Report or ebook4undated
Podcast or video4undated
Comparison2undated
How it is countedHide how it is counted

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.

Names read as Tableau

What the judge wrote, as written, with how often. The vendor table decides that these count as Tableau; a claim can dispute any of them.
Tableau (Salesforce) 3Power BI Embedded / Tableau (Salesforce) 1Tableau (Salesforce Tableau) 1Tableau (by Salesforce) 1

Follow Tableau

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

Tableau is its own company.
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In its own words

Stated by the vendor, not checked
Positioning
Business Intelligence and Analytics Software
For
Teams
Free plan or trial
Start for free tableau.com
Certifications
2026 Gartner® Magic Quadrant™ Leader
Customers named
Feeding AmericaRakutenInformaticaCollibraPiedmont HealthcareT-MobileEquinixAutodesk
Not stated on the pages read
Price, starting price, hosting

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.

Is this your product?

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 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.

What a new claim receivesHide what a new claim receives

A new claim receives the current edition's vendor brief for Tableau by email, built from the raw record of the edition. It shows:

  • where Tableau 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 Tableau, 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.
The subscriber app

A verification link goes to your work email; an address at tableau.com is approved on the spot, any other is reviewed by hand. Your email is never published. Claiming gives no say over labels, shares, verdicts or which quotes appear.