Every category where a model named Apache Superset 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.

Category	Function	Share	Rank	Negative rate	Labels	Quadrant	Since September 2026
Embedded analytics	Data platform	2%	11 of 72	20%	10	accepted challenger

Movement

This is the first edition on this tier, so no move can be computed for Apache Superset 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 Apache Superset across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.

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Model	First choice	Alternative	Mention	Negative	Labels
Claude Haiku 4.5	0	0	1	0	1
GPT-5.4 mini	0	0	1	0	1
Gemini 3.5 Flash	0	0	0	1	1
Perplexity Sonar	0	0	0	0	0
Grok 4.1 Fast	0	0	0	0	0
Mistral Small	0	0	0	0	0
DeepSeek V4 Flash	0	0	0	1	1
Llama 4 Maverick	0	0	0	0	0
Qwen 3.7 Flash	1	1	0	0	2
Kimi K2	0	1	0	0	1
GLM 4.7 FlashX	0	0	0	0	0
MiniMax M2.5	0	0	1	0	1
GPT-6 Luna	0	1	0	0	1
Muse Glimmer 30B	0	1	0	0	1

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

Direct0 labelsNone

Paraphrase0 labelsNone

Comparative5 labelsNone

Budget-constrained11 labels2

Scale-constrained1 labelNone

Negative1 labelNone

First choiceAlternativeMentionNegative18 labels in all, every segment counted; 2 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.

“If you hit their pricing limits and have engineering capacity, move to Apache Superset.” Qwen 3.7 Flash · Embedded analytics · budget prompt · first choice

“Apache Superset is the lower-license-cost alternative” GPT-6 Luna · Embedded analytics · budget prompt · alternative

“Apache Superset is a free SQL-native alternative” Muse Glimmer 30B · Embedded analytics · budget prompt · alternative

“Open-source options (Metabase is open-core).” Qwen 3.7 Flash · Embedded analytics · comparative 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.

“free options, but embedding typically requires paid tiers or significant engineering work to white-label properly” DeepSeek V4 Flash · Embedded analytics · budget prompt · soft negative

“it has a steeper learning curve to deploy and configure than Metabase” Gemini 3.5 Flash · Embedded analytics · budget prompt · soft negative

Named alongside

The products named in the same answers as Apache Superset, over the 18 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Apache Superset was named but was not.

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ProductSame answerTook the first choice insteadHead to head

Metabase17 of 186Compare →

Luzmo8 of 181Compare →

Sisense8 of 180Compare →

Looker7 of 181Not among the top eight

ThoughtSpot Embedded7 of 180Compare →

Zoho Analytics7 of 180Not among the top eight

Microsoft Power BI Embedded6 of 181Not among the top eight

Tableau6 of 180Not among the top eight

Draxlr4 of 183Not among the top eight

Amazon QuickSight4 of 180Not 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 Apache Superset. 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 16 of the 18 answers that named Apache Superset and are not a share of its labels.

Domains cited

holistics.io10

luzmo.com7

embeddable.com6

explo.co6

draxlr.com5

metabase.com5

peliqan.io5

querio.ai5

zoho.com5

domo.com4

Fifty-eight of the fifty-eight domain citations in answers naming Apache Superset came from somebody else's page.

Pages cited

holistics.io/blog/best-embedded-analytics-tools9

explo.co/blog/embedded-analytics-platforms5

luzmo.com/blog/embedded-analytics-tools5

peliqan.io/blog/embedded-analytics-tools5

omni.co/articles/best-embedded-analytics-tools-20264

zoho.com/analytics/insightshq/power-bi-embedded-analytics-alternatives.html4

accio.com/biz-cheap/affordable-embedded-analytics3

draxlr.com/blogs/best-embedded-analytics-tools3

Pages are listed as the models cited them.

Search and answers

apache.org is not in Google's top ten for any of the category's searches. In the answers, Apache Superset takes 2% 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: 3,600 a month (“apache superset”)
AI search demand for its name, est.: 93 a month
Organic visits to its site: about 1,144,025 a month
Searches its site ranks for: 44,247 · 10,306 in the top three
Sites linking to it: 174,267
Paid Google search: No ads found in the estimate; that does not mean it runs none

Ads on GoogleDetailLess

1 ads · 1 text · 0 shown in the last 30 days

First shown March 2025, as GridGain Systems, verified. 1 more by other advertisers linking to it.

On Google's pages: 1

In answers

This edition

Share of first choices

rank 11 of 72 in embedded analytics

Segment leader

22%

Metabase

First choices: 2 across its categories
Named in: 18 answers
Its own site cited: in 16 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 apache.org

2,858

subdomains included

Content

1,384

counted in the table below

Documentation

375

Product · Integration

16 · 0

Kind	Pages	Last 90 days	Latest
News or press	1,081	12	2026-09-03
Blog	228	1	2026-07-01
Template or tool	38	undated
Report or ebook	14	undated
Conference or event	10	0	2026-06-09
Glossary or explainer	9	undated
Case study	2	undated
Webinar or virtual event	2	undated

Most recent

2026-09-03Security scanning at foundation scale news or press
2026-09-02Asf plus one newsletter august 2026 news or press
2026-09-01The apache software foundation advances open source infrastructure and celebrates community growth in fy26 news or press
2026-09-01The apache software foundation announces keynote speakers for community over code glasgow 2026 news or press
2026-08-27The apache software foundation announces new top level projects 6 news or press
2026-08-18Apache geode 2 0 part iii lessons learned and the path forward news or press

How it is countedHide how it is counted

Every page apache.org 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.

Follow Apache Superset

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.

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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 Apache Superset'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 Apache Superset, 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 Apache Superset by email, built from the raw record of the edition. It shows:

where Apache Superset 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 Apache Superset, 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.