Every category where a model named Metaplane 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	31%	1 of 110	5%	39	endorsed leader
Telemetry pipelines	IT operations and endpoint	0%	36 of 124	0%	2	under 10 labels · led by OpenTelemetry Collector at 37%

Movement

This is the first edition on this tier, so no move can be computed for Metaplane 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 Metaplane 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	0	0	0
Gemini 3.5 Flash	4	1	0	0	5
Perplexity Sonar	1	1	1	0	3
Grok 4.20	1	1	1	1	4
Mistral Small	1	0	0	0	1
DeepSeek V4 Flash	2	2	0	0	4
Llama 4 Maverick	1	0	0	0	1
Qwen 3.7 Flash	2	2	0	0	4
Kimi K2	3	1	1	1	6
GLM 4.7 FlashX	2	0	0	0	2
MiniMax M2.5	2	0	1	0	3
GPT-6 Luna	1	1	1	0	3
Muse Glimmer 30B	1	3	0	0	4

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

Direct26 labels24

Paraphrase5 labels2

Comparative24 labels10not counted in share

Budget-constrained22 labels12

Scale-constrained13 labels5

Negative13 labels2not counted in share

First choiceAlternativeMentionNegative103 labels in all, every segment counted; 43 of the 55 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.

“The Best "Sweet Spot" Choice: Metaplane ... frequently cited as the leading platform specifically designed for growth-stage and mid-market teams.” Qwen 3.7 Flash · Data observability · direct prompt · first choice

“My top recommendation for most budget-conscious companies: Start with Metaplane's free tier or Elementary (open source)” Kimi K2 · Data observability · budget prompt · first choice

“Metaplane by Datadog is the most cited lower-cost, fast-deploy alternative to Monte Carlo for growth-stage teams” Muse Glimmer 30B · Data observability · direct prompt · first choice

“The best data observability platform for a mid-market B2B company is likely to be Metaplane or New Relic” Llama 4 Maverick · Data observability · direct prompt · first choice

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.

“Acquired by Datadog (2025)—watch for integration hiccups or pricing hikes; excels in quick setup but basic for advanced lineage.” Grok 4.20 · Data observability · negative prompt · soft negative

“Acquired by Datadog in 2024. While Datadog is stable, the standalone product roadmap may change.” Kimi K2 · Data observability · negative prompt · soft negative

Named alongside

The products named in the same answers as Metaplane, over the 103 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Metaplane was named but was not.

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ProductSame answerTook the first choice insteadHead to head

Monte Carlo80 of 10317Compare →

Bigeye59 of 1032Compare →

Soda57 of 1034Compare →

Great Expectations51 of 1033Compare →

Anomalo44 of 1031Not among the top eight

Elementary31 of 1035Compare →

Acceldata23 of 1032Not among the top eight

Datadog21 of 1030Not among the top eight

Soda Core17 of 1035Not among the top eight

Collibra Data Quality & Observability16 of 1030Not 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 Metaplane. 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 101 of the 103 answers that named Metaplane and are not a share of its labels.

Domains cited

atlan.com73

g2.com47

learn.g2.com47

datamation.com44

metaplane.devYour site43

basedash.com33

ir.com33

guideflow.com28

siffletdata.com23

uptrace.dev23

351 of the 394 domain citations in answers naming Metaplane came from somebody else's page.

Pages cited

atlan.com/know/data-observability-tools68

learn.g2.com/best-data-observability-software47

datamation.com/big-data/data-observability-tools42

ir.com/guides/top-observability-tools-comparison-2026-smbs-vs-enterprise-platforms33

basedash.com/blog/best-data-observability-tools-compared-202628

guideflow.com/blog/data-observability-software25

motadata.com/blog/observability-tools22

uptrace.dev/tools/top-observability-tools22

Pages are listed as the models cited them.

Search and answers

Where Metaplane stands in Google search beside where it stands in the models' answers.

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In search

Google, US estimates

Position for “data observability platform”

Position for “best data observability platform”

–

not in the top ten

Searches for its name, Google: 590 a month (“metaplane”)
AI search demand for its name, est.: 12 a month
Organic visits to its site: about 4,698 a month
Searches its site ranks for: 894 · 92 in the top three
Sites linking to it: 984
Paid Google search: No ads found in the estimate; that does not mean it runs none

Ads on Google

None found in Google's ad transparency records for the US

In answers

This edition

Share of first choices

31%

rank 1 of 110 in data observability

First choices

across its categories

Named in: 103 answers
Its own site cited: in 101 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 metaplane.dev

684

subdomains included

Content

318

counted in the table below

Documentation

Product · Integration

9 · 11

Kind	Pages	Last 90 days	Latest	Categories named
Blog	246	0	2025-04-23	Data warehouses
Conference or event	38	0	2024-05-30
Case study	21	undated
Comparison	8	0	2025-03-28
Glossary or explainer	4	undated
Report or ebook	1	undated

Most recent

2025-04-23Metaplane by datadog blog
2025-04-23Metaplane by datadog faq blog
2025-04-11Top data observability tools blog
2025-04-03Snowflake merge blog
2025-04-02Data validity definition examples blog
2025-03-28Data quality vs data observability comparison

How it is countedHide how it is counted

Every page metaplane.dev 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 Metaplane

What the judge wrote, as written, with how often. The vendor table decides that these count as Metaplane; a claim can dispute any of them.

Metaplane (by Datadog) 3Metaplane (now part of Datadog) 1Metaplane by Datadog 1

Follow Metaplane

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

Metaplane is its own company.

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In its own words

Stated by the vendor, not checked

Positioning: an end-to-end data observability platform
metaplane.dev
For: data teams
metaplane.dev
Price stated: Pricing for teams of all sizes metaplane.dev
Starting price: 0 metaplane.dev/pricing
Free plan or trial: Start for free; No credit card required, free forever plans available metaplane.dev
Integrations claimed: 24 metaplane.dev/security
Certifications: SOC 2 Type IIGDPRCCPAHIPAASOC 2ISO 27001SOC 2 Type 2HIPAA Compliant
Hosting: U.S.
Customers named: BoseRinsedCensusParachute HomeDribbbleUprightClear StreetSigma

What Metaplane's own pages state, read October 5, 2026: metaplane.dev, metaplane.dev/pricing, metaplane.dev/security, metaplane.dev/platform-overview, metaplane.dev/customers. 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 Metaplane'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 Metaplane, 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 Metaplane by email, built from the raw record of the edition. It shows:

where Metaplane 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 Metaplane, 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.

Badges

Wins only: a badge exists where Metaplane is ranked in a category's top three this edition. Three sizes, one file each, light and dark; the code is under each.

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AI models recommend Metaplane first in Data quality and observability this edition. Each badge says so in the buyer's words, names the edition, and links to the standing. The next edition issues a new badge; this one stays true as a record of October 2026.

Wide · 320 × 104 Website, beside other badges

Show the code

<a href="https://it-ai-index.com/it-data/data-quality-and-observability/"><img src="https://it-ai-index.com/badges/2026-10/metaplane--data-quality-and-observability-wide.svg" alt="AI models' first choice in Data quality and observability, October 2026 Edition, IT AI Recommendation Index" width="320" height="104"></a>

Copy the code as it is. The link is part of the badge: it points at the Data quality and observability standing, where the claim can be checked.

Square · 240 × 240 LinkedIn, slides

Show the code

<a href="https://it-ai-index.com/it-data/data-quality-and-observability/"><img src="https://it-ai-index.com/badges/2026-10/metaplane--data-quality-and-observability-square.svg" alt="AI models' first choice in Data quality and observability, October 2026 Edition, IT AI Recommendation Index" width="240" height="240"></a>

Copy the code as it is. The link is part of the badge: it points at the Data quality and observability standing, where the claim can be checked.

Compact · 200 × 56 Email signature, footer

Show the code

<a href="https://it-ai-index.com/it-data/data-quality-and-observability/"><img src="https://it-ai-index.com/badges/2026-10/metaplane--data-quality-and-observability-compact.svg" alt="AI models' first choice in Data quality and observability, October 2026 Edition, IT AI Recommendation Index" width="200" height="56"></a>

Copy the code as it is. The link is part of the badge: it points at the Data quality and observability standing, where the claim can be checked.

Badges read on light and dark pages. Alt text carries the claim, the category, the edition and the index, so it stays a citation where the image does not load.