IT AI Index

Index › Products › Astrato Analytics · October 2026 Edition

1 category · Named, not ranked

Astrato Analytics

2Judge labels

0First choices

0Negative labels

1 / 14Models named it

1Category

October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.8, every buyer segment counted.

Standing

1 label, too few to rank

A product needs 10 labels in a category before a share or quadrant is stated. Astrato Analytics was named 1 time in Embedded analytics, where Metabase led with 22%. The labels and the evidence are below, counted exactly.

By buyer segmentRead the same way at every buyer size.

Small businessnot named

No model named it for this buyer.

Mid-market36 of 72

under the label threshold

Enterprise44 of 69

under the label threshold

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 Astrato Analytics 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	0%	36 of 72	0%	1	under 10 labels · led by Metabase at 22%

Movement

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

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

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

Comparative0 labelsNone

Budget-constrained1 labelNone

Scale-constrained0 labelsNone

Negative1 labelNone

First choiceAlternativeMentionNegative2 labels in all, every segment counted; 0 of the 0 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.

“making it an accessible analytics platform for teams with limited budgets” Llama 4 Maverick · Embedded analytics · budget 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 Astrato Analytics, over the 2 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Astrato Analytics was named but was not.

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ProductSame answerTook the first choice insteadHead to head

Draxlr1 of 21Not among the top eight

Embeddable1 of 20Not among the top eight

Looker's LookML semantic layer1 of 20Not among the top eight

Metabase1 of 20Not among the top eight

Qrvey1 of 20Not among the top eight

Reveal BI1 of 20Not among the top eight

ThoughtSpot Embedded1 of 20Not 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 Astrato Analytics. 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 2 of the 2 answers that named Astrato Analytics and are not a share of its labels.

Domains cited

astrato.ioYour site2

cube.dev2

draxlr.com1

embeddable.com1

luzmo.com1

omni.co1

peliqan.io1

usedatabrain.com1

Eight of the ten domain citations in answers naming Astrato Analytics came from somebody else's page.

Pages cited

astrato.io/blog/embedded-bi-tools2

cube.dev/articles/best-embedded-analytics-platforms-20262

draxlr.com/blogs/best-embedded-analytics-tools1

embeddable.com/blog/embedded-analytics-pricing-and-benefit-comparison1

luzmo.com/blog/best-embedded-business-intelligence-software1

omni.co/articles/best-embedded-analytics-tools-20261

peliqan.io/blog/embedded-analytics-tools1

usedatabrain.com/blog/embedded-analytics-tools1

Pages are listed as the models cited them.

Search and answers

astrato.io ranks 2 on Google for the category's searches. In the answers, Astrato Analytics takes 0% of first choices and Metabase takes 22%.

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In search

Google, US estimates

Position for “embedded analytics platform”

Position for “embedded analytics platforms”

–

not in the top ten

In answers

This edition

Share of first choices

rank 36 of 72 in embedded analytics

Segment leader

22%

Metabase

First choices: 0 across its categories
Named in: 2 answers
Its own site cited: in 2 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 astrato.io

490

subdomains included

Content

173

counted in the table below

Documentation

221

Product · Integration

11 · 0

Kind	Pages	Last 90 days	Latest	Categories named
Blog	115	undated		Embedded analytics
Comparison	30	1	2026-08-13
Case study	16	4	2026-09-23	Embedded analytics
Glossary or explainer	9	0	2026-06-30
Conference or event	2	0	2026-06-26
Template or tool	1	undated

Most recent

2026-09-23When dashboards arent enough how ceres pharma built data appsthat enabled self service case study
2026-08-31Reinventing bi how iag loyalty modernized analytics with self service data apps case study
2026-08-1316085778 parameters vs variables comparison
2026-08-03Natura bisse cuts time to insight from one week to seconds with astrato and bigquery case study
2026-07-08How isdin unlocked self service bi for 1 800 employees after modernizing their data stack case study
2026-06-3010189520 actions embed external communication glossary or explainer

How it is countedHide how it is counted

Every page astrato.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 October 5, 2026.

Follow Astrato Analytics

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

Astrato Analytics is its own company.

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In its own words

Stated by the vendor, not checked

Positioning: The warehouse-native BI platform for guided self-service, data apps and embedded analytics.
astrato.io
For: data team
astrato.io
Price stated: Flexible pricing (per-user, usage, or hybrid). No hidden fees. astrato.io
Free plan or trial: Start trial astrato.io
Integrations claimed: 8 astrato.io
Certifications: GDPR ReadyHIPAA CompliantSOC 2 Type IIGoogle Cloud Ready BigQueryISO 27001SOC 2 CertifiedGDPR CompliantSOC2
Customers named: PeerMusicImpensaNortheast Georgia Health SystemIAG Loyalty (Avios)PetScreeningBookNookDoctenaFreedom2Hear
Not stated on the pages read: Starting price, hosting

What Astrato Analytics's own pages state, read October 6, 2026: astrato.io, astrato.io/pricing, astrato.io/products/writeback, astrato.io/resources/customer-stories, astrato.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 Astrato Analytics'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 Astrato Analytics, 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 Astrato Analytics by email, built from the raw record of the edition. It shows:

where Astrato Analytics 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 Astrato Analytics, 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.