Every category where a model named Anomalo 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
Data quality and observability	Data platform	0%	25 of 110	24%	25	accepted challenger

Movement

This is the first edition on this tier, so no move can be computed for Anomalo 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 Anomalo 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	Mention	Negative	Labels
Claude Haiku 4.5	1	0	1	2
GPT-5.4 mini	0	0	0	0
Gemini 3.5 Flash	1	0	2	3
Perplexity Sonar	0	1	0	1
Grok 4.1 Fast	1	2	0	3
Mistral Small	0	1	1	2
DeepSeek V4 Flash	2	1	1	4
Llama 4 Maverick	0	1	0	1
Qwen 3.7 Flash	0	0	0	0
Kimi K2	1	1	0	2
GLM 4.7 FlashX	1	1	0	2
MiniMax M2.5	0	1	0	1
GPT-6 Luna	0	1	0	1
Muse Glimmer 30B	1	1	1	3

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

Direct11 labelsNone

Paraphrase2 labelsNone

Comparative25 labels1not counted in share

Budget-constrained3 labelsNone

Scale-constrained12 labels1

Negative18 labelsNone

First choiceAlternativeMentionNegative71 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.

“Choose Anomalo if your data ingestion is highly reliable, but the contents of your tables are unpredictable” Gemini 3.5 Flash · Data observability · comparative prompt · alternative

“Monte Carlo and Metaplane lead for observability-first teams focused on real-time anomaly detection.” Muse Glimmer 30B · Data observability · comparative prompt · alternative

“If you want zero-config automatic detection across modern warehouses → Monte Carlo or Anomalo” DeepSeek V4 Flash · Data observability · comparative prompt · alternative

“ML-driven column-level anomaly detection without rules. Strong on freshness/distribution” Grok 4.1 Fast · Data observability · 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.

“Avoid jumping straight to Monte Carlo, Anomalo, or Informatica” DeepSeek V4 Flash · Data observability · paraphrase prompt · hard negative

“Monte Carlo, Anomalo, Bigeye: While popular, these ML-based platforms are best for specific use cases” Mistral Small · Data observability · negative prompt · soft negative

“Common Examples: Monte Carlo, Anomalo, Acceldata... These platforms are notoriously expensive.” Gemini 3.5 Flash · Data observability · negative prompt · soft negative

“typically out of reach, as their annual contracts often start in the mid-five figures” Gemini 3.5 Flash · Data observability · budget prompt · soft negative

Named alongside

The products named in the same answers as Anomalo, over the 71 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Anomalo was named but was not.

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ProductSame answerTook the first choice insteadHead to head

Monte Carlo70 of 7122Not among the top eight

Bigeye50 of 712Not among the top eight

Soda49 of 719Not among the top eight

Metaplane44 of 7117Not among the top eight

Great Expectations37 of 713Not among the top eight

Acceldata30 of 714Not among the top eight

Elementary20 of 714Not among the top eight

Datadog18 of 710Not among the top eight

Ataccama ONE17 of 712Not among the top eight

Collibra Data Quality & Observability16 of 710Not 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 Anomalo. 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 68 of the 71 answers that named Anomalo and are not a share of its labels.

Domains cited

atlan.com44

acceldata.io26

g2.com25

learn.g2.com24

guideflow.com23

datamation.com22

gartner.com22

metaplane.dev21

research.isg-one.com21

basedash.com20

248 of the 248 domain citations in answers naming Anomalo came from somebody else's page.

Pages cited

atlan.com/know/data-observability-tools37

learn.g2.com/best-data-observability-software24

guideflow.com/blog/data-observability-software22

research.isg-one.com/buyers-guide/analytics_and_data/data_observability/202421

datamation.com/big-data/data-observability-tools20

basedash.com/blog/best-data-observability-tools-compared-202615

gartner.com/reviews/market/data-observability-tools15

ir.com/guides/top-observability-tools-comparison-2026-smbs-vs-enterprise-platforms15

Pages are listed as the models cited them.

Search and answers

anomalo.com is not in Google's top ten for any of the category's searches. In the answers, Anomalo takes 0% of first choices and Metaplane takes 31%.

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In search

Google, US estimates

Position for “data observability platform”

–

not in the top ten

Position for “best data observability platform”

–

not in the top ten

Searches for its name, Google: 880 a month (“anomalo”)
AI search demand for its name, est.: 9 a month
Organic visits to its site: about 788 a month
Searches its site ranks for: 271 · 18 in the top three
Sites linking to it: 1,742
Paid Google search: No ads found in the estimate; that does not mean it runs none

Ads on GoogleDetailLess

25 ads · 24 text, 1 image · 3 shown in the last 30 days

First shown March 2025, as Anomalo, Inc, verified. Ads started 2025-11 to 2026-10: 21 in the year, 4 before.

On Google's pages: 1 2 3 4

In answers

This edition

Share of first choices

rank 25 of 110 in data observability

Segment leader

31%

Metaplane

First choices: 1 across its categories
Named in: 71 answers
Its own site cited: in 68 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 anomalo.com

331

subdomains included

Content

261

counted in the table below

Documentation

Product · Integration

1 · 8

Kind	Pages	Last 90 days	Latest	Categories named
Blog	181	0	2026-07-02	Data catalogs, Data warehouses
Conference or event	29	0	2025-10-06
Case study	19	0	2026-06-29
Glossary or explainer	19	undated
Webinar or virtual event	6	undated
Comparison	3	0	2026-01-27
Podcast or video	3	undated
Template or tool	1	undated

Most recent

2026-07-022026 is the year of the customer blog
2026-07-01Federated data governance turns data sharing into a win win blog
2026-06-29A global financial services leader builds the foundation for agentic data operations case study
2026-06-26Autonomous ai data monitoring for a new era of aml strategy blog
2026-06-24Ai data monitoring for underwriters from manual rules to autonomous agents blog
2026-06-23Manual to autonomous how agentic data monitoring helps avoid costly reporting errors blog

Events in person

Last twelve months

June 3, 2026Executive DinnerWayfarer Tavern · attended
June 3, 2026Stop Refreshing Your Dashboards: The Road to Self-Driving DataBasecamp South Theater 2 (South Hall A) · spoke
June 1, 2026 to June 4, 2026Snowflake Summit 2026Moscone Center, San Francisco · exhibited
May 12, 2026Beyond Data Quality: Operationalising Observability from Signal to ActionTheater TBD, London · spoke
May 11, 2026 to May 13, 2026Gartner Data & Analytics SummitExCeL London, Royal Victoria Dock, London · exhibited
May 11, 2026Executive Drinks4-minute walk from ExCeL, London · took part
November 19, 2025No Compromises Happy Hour: ChicagoReviver, Marriott Magnificent Mile Great Room Bar, Chicago · took part

As the event pages on anomalo.com state them, read October 5, 2026.

How it is countedHide how it is counted

Every page anomalo.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 October 5, 2026.

Follow Anomalo

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

Anomalo is its own company.

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In its own words

Stated by the vendor, not checked

Positioning: Data Quality Monitoring Platform; Meet your all-in-one autonomous data management system; Meet your all-in-one automated data quality monitoring platform for the enterprise; The autonomous data system for the agentic enterprise
anomalo.com
For: the enterprise; complex and heavily regulated organizations; data teams
anomalo.com
Certifications: SOC 2 Type IIGDPRHIPPA
Customers named: ADPEquifaxNationwideLebaraVillageCareHomeToGoDiscoverAfterpay
Not stated on the pages read: Price, starting price, free plan or trial, integrations, hosting

What Anomalo's own pages state, read October 5, 2026: anomalo.com, anomalo.com/platform, anomalo.com/customers, anomalo.com/integrations. 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 Anomalo'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 Anomalo, 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 Anomalo by email, built from the raw record of the edition. It shows:

where Anomalo 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 Anomalo, 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.