Every category where a model named Reveal BI 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	5%	7 of 72	0%	6	under 10 labels · led by Metabase at 22%

Movement

This is the first edition on this tier, so no move can be computed for Reveal BI 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 Reveal BI 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	Labels
Claude Haiku 4.5	0	0	0	0
GPT-5.4 mini	0	0	0	0
Gemini 3.5 Flash	0	0	0	0
Perplexity Sonar	0	0	1	1
Grok 4.1 Fast	1	1	0	2
Mistral Small	0	0	0	0
DeepSeek V4 Flash	0	0	0	0
Llama 4 Maverick	1	0	0	1
Qwen 3.7 Flash	0	0	0	0
Kimi K2	1	0	0	1
GLM 4.7 FlashX	0	0	0	0
MiniMax M2.5	0	0	0	0
GPT-6 Luna	0	0	0	0
Muse Glimmer 30B	0	1	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

Direct7 labels3

Paraphrase2 labelsNone

Comparative5 labelsNone

Budget-constrained3 labels2

Scale-constrained2 labels1

Negative3 labelsNone

First choiceAlternativeMentionNegative22 labels in all, every segment counted; 6 of the 6 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.

“Quick Pick: Reveal BI edges out for most mid-market B2B SaaS due to SMB/mid-focus, control over UX, and growth-friendly pricing” Grok 4.1 Fast · Embedded analytics · direct prompt · first choice

“such as Reveal BI, which offers SDK-based embedding and greater control over the in-app analytics experience” Llama 4 Maverick · Embedded analytics · direct prompt · first choice

“Reveal BI and Luzmo frequently win for product teams needing SDK control without enterprise overhead” Kimi K2 · Embedded analytics · scale prompt · first choice

“Reveal BI is positioned specifically for SMBs and mid-market SaaS that want more control over the in-app experience.” Muse Glimmer 30B · 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.

No model argued against it.

Named alongside

The products named in the same answers as Reveal BI, over the 22 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Reveal BI was named but was not.

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ProductSame answerTook the first choice insteadHead to head

ThoughtSpot Embedded14 of 220Not among the top eight

Luzmo13 of 223Not among the top eight

Metabase10 of 224Not among the top eight

Zoho Analytics10 of 224Not among the top eight

Power BI Embedded10 of 221Not among the top eight

Sisense10 of 221Not among the top eight

Qrvey9 of 220Not among the top eight

Embeddable8 of 220Not among the top eight

Looker8 of 220Not among the top eight

Tableau8 of 220Not 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 Reveal BI. 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 22 of the 22 answers that named Reveal BI and are not a share of its labels.

Domains cited

zoho.com21

holistics.io17

luzmo.com16

omni.co15

g2.com11

knowi.com10

peliqan.io10

thoughtspot.com10

embeddable.com9

cube.dev8

127 of the 127 domain citations in answers naming Reveal BI came from somebody else's page.

Pages cited

zoho.com/analytics/insightshq/top-embedded-analytics-tools.html20

holistics.io/blog/best-embedded-analytics-tools15

omni.co/articles/best-embedded-analytics-tools-202614

peliqan.io/blog/embedded-analytics-tools10

embeddable.com/blog/embedded-analytics-pricing-and-benefit-comparison9

cube.dev/articles/best-embedded-analytics-platforms-20268

thoughtspot.com/data-trends/embedded-analytics/embedded-analytics-platform8

luzmo.com/blog/best-embedded-business-intelligence-software7

Pages are listed as the models cited them.

Search and answers

revealbi.io ranks 5 on Google for the category's searches. In the answers, Reveal BI takes 5% 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”

Searches for its name, Google: 70 a month (“reveal bi”)
AI search demand for its name, est.: 0 a month
Organic visits to its site: about 943 a month
Searches its site ranks for: 684 · 29 in the top three
Sites linking to it: 975
Paid Google search: 13 searches its ads show for, about 121 clicks and $3,974 a month (estimate)

Ads on GoogleDetailLess

120+ ads · 55 text, 35 image, 30 video · 24 shown in the last 30 days

First shown January 2024, as Dean Guida, verified. Ads started 2025-11 to 2026-10: 56 in the year, 64 before.

On Google's pages: 1 2 3 4

In answers

This edition

Share of first choices

rank 7 of 72 in embedded analytics

Segment leader

22%

Metabase

First choices: 6 across its categories
Named in: 22 answers
Its own site cited: in 22 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

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Addresses on revealbi.io

1,774

subdomains included

Content

246

counted in the table below

Documentation

333

Product · Integration

0 · 0

Kind	Pages	Last 90 days	Latest
Blog	113	2	2026-09-04
Webinar or virtual event	56	2	2026-10-13
Comparison	26	0	2026-03-26
Glossary or explainer	26	0	2022-03-31
Report or ebook	23	20	2026-09-04
Case study	1	undated
Conference or event	1	undated

Most recent

2026-10-13From prompt to production building ai driven dev workflows webinar or virtual event
2026-09-04Reveal 2 2 0 annotations and hyperlink columns blog
2026-09-04Choosing an embedded analytics vendor report or ebook
2026-09-04Creating data driven culture report or ebook
2026-09-04Dashboard best practices whitepaper report or ebook
2026-09-04Embedded analytics product fit guide report or ebook

How it is countedHide how it is counted

Every page revealbi.io 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 Reveal BI

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

Reveal BI is its own company.

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In its own words

Stated by the vendor, not checked

Positioning: Customer Facing Embedded BI Solution For SaaS Companies
revealbi.io
For: SaaS companies, software vendors, and teams building ISV analytics experiences inside their applications
revealbi.io
Price stated: Fixed Pricing. No Surprises. revealbi.io
Certifications: GDPRHIPAASOC 2
Hosting: cloudhybridfully self-hostedfully on-prem
Customers named: Scriptly
Not stated on the pages read: Starting price, free plan or trial, integrations

What Reveal BI's own pages state, read October 5, 2026: revealbi.io, revealbi.io/security, revealbi.io/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 Reveal BI'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 Reveal BI, 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 Reveal BI by email, built from the raw record of the edition. It shows:

where Reveal BI 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 Reveal BI, 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.