Every category where a model named Motadata ObserveOps 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
AIOps platforms	IT operations and endpoint	0%	21 of 93	0%	7	under 10 labels · led by New Relic at 17%
Data center infrastructure management	IT operations and endpoint	0%	35 of 103	25%	4	under 10 labels · led by Sunbird DCIM at 27%
Infrastructure monitoring	IT operations and endpoint	0%	22 of 79	0%	4	under 10 labels · led by Datadog at 28%	=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
Observability platforms	IT operations and endpoint	0%	23 of 80	0%	3	under 10 labels · led by Grafana at 27%	=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
Website and synthetic monitoring	IT operations and endpoint	0%	25 of 67	0%	3	under 10 labels · led by UptimeRobot at 24%
Log management	IT operations and endpoint	0%	38 of 73	0%	1	under 10 labels · led by Datadog Log Management at 28%	newNew since September 2026: not ranked then, 0% now.

Movement

This is the first edition on this tier, so no move can be computed for Motadata ObserveOps 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 Motadata ObserveOps 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	0	1
GPT-5.4 mini	0	0	0	0
Gemini 3.5 Flash	0	0	0	0
Perplexity Sonar	1	0	0	1
Grok 4.20	1	5	1	7
Mistral Small	1	1	0	2
DeepSeek V4 Flash	0	0	0	0
Llama 4 Maverick	1	5	0	6
Qwen 3.7 Flash	0	0	0	0
Kimi K2	2	1	0	3
GLM 4.7 FlashX	0	0	0	0
MiniMax M2.5	0	1	0	1
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

Direct8 labelsNone

Paraphrase3 labelsNone

Comparative13 labelsNone

Budget-constrained4 labelsNone

Scale-constrained10 labelsNone

Negative10 labelsNone

First choiceAlternativeMentionNegative48 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.

“best for enterprises and mid-market teams running hybrid or on-prem estates, especially in regulated industries” Claude Haiku 4.5 · Observability · direct prompt · alternative

“Motadata is ideal for organizations wanting a unified platform for IT operations, analytics, and DCIM.” Mistral Small · DCIM · comparative prompt · alternative

“particularly suitable for enterprises and mid-market teams running hybrid or on-prem estates” Llama 4 Maverick · Observability · direct prompt · alternative

“Compliance constraints on data location | Motadata ObserveOps” Kimi K2 · AIOps · negative 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.

“Newer player, less rack viz” Grok 4.20 · DCIM · comparative prompt · soft negative

Named alongside

The products named in the same answers as Motadata ObserveOps, over the 48 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Motadata ObserveOps was named but was not.

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ProductSame answerTook the first choice insteadHead to head

Dynatrace24 of 487Not among the top eight

Datadog18 of 484Not among the top eight

New Relic13 of 483Not among the top eight

Splunk10 of 481Not among the top eight

BigPanda9 of 481Not among the top eight

Site24x78 of 482Not among the top eight

Datadog Synthetic Monitoring7 of 483Not among the top eight

UptimeRobot7 of 483Not among the top eight

Better Stack7 of 481Not among the top eight

New Relic Synthetics7 of 481Not 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 Motadata ObserveOps. 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 48 of the 48 answers that named Motadata ObserveOps and are not a share of its labels.

Domains cited

motadata.comYour site48

g2.com14

openobserve.ai14

middleware.io13

cio.economictimes.indiatimes.com9

coralogix.com9

dash0.com8

gartner.com8

guideflow.com8

logicmonitor.com8

Ninety-one of the 139 domain citations in answers naming Motadata ObserveOps came from somebody else's page.

Pages cited

motadata.com/blog/aiops-platforms11

motadata.com/blog/best-website-monitoring-tools9

motadata.com/blog/best-it-infrastructure-monitoring-tools7

motadata.com/blog/best-log-management-tools7

motadata.com/blog/data-center-infrastructure-management-tools7

coralogix.com/ai-blog/aiops-tools5

dcgeeks.com/dcim-software-guide5

g2.com/categories/aiops-platforms5

Pages are listed as the models cited them.

Search and answers

motadata.com is not in Google's top ten for any of the category's searches. In the answers, Motadata ObserveOps takes 0% of first choices and New Relic takes 17%.

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In search

Google, US estimates

Position for “aiops platform”

–

not in the top ten

Position for “aiops platforms”

–

not in the top ten

Searches for its name, Google: 10 a month (“motadata observeops”)
AI search demand for its name, est.: 0 a month
Organic visits to its site: about 18,213 a month
Searches its site ranks for: 8,705 · 117 in the top three
Sites linking to it: 2,697
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

rank 21 of 93 in aiops

Segment leader

17%

New Relic

First choices: 0 across its categories
Named in: 48 answers
Its own site cited: in 48 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 motadata.com

1,250

subdomains included

Content

660

counted in the table below

Documentation

Product · Integration

234 · 97

Kind	Pages	Last 90 days	Latest	Categories named
Blog	483	0	2026-01-12	ITSM, Patching
Comparison	74	0	2026-01-19	ITSM, ITAM
Glossary or explainer	35	0	2026-01-13	ITSM, APM
Conference or event	31	8	2026-10-11
News or press	22	3	2026-09-03	Logs, ITSM
Webinar or virtual event	9	6	2026-09-23	ITSM, Logs
Report or ebook	3	0	2026-04-05
Case study	2	0	2025-01-01
Template or tool	1	undated

Most recent

2026-10-11Amplify motadata partner connect hyderabad conference or event
2026-09-29Meet motadata at tech week singapore 2026 conference or event
2026-09-25Meet motadata at cio accelerator x awards 2026 in delhi conference or event
2026-09-23Log management strategies webinar or virtual event
2026-09-22Simplifying it operations bringing service management and observability together webinar or virtual event
2026-09-18Meet motadata at cio accelerator x awards 2026 in coimbatore conference or event

How it is countedHide how it is counted

Every page motadata.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. Of its titles that name a category, most name ITSM (41); 25 name its categories the models place it in. 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 Motadata ObserveOps

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

Motadata 8

Follow Motadata ObserveOps

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

Motadata ObserveOps is its own company.

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In its own words

Stated by the vendor, not checked

Positioning: Unified Observability Platform
motadata.com
For: For leaders seeking visibility, engineers craving calm, and teams striving for excellence
motadata.com
Free plan or trial: Start Free Trial motadata.com
Integrations claimed: 200 motadata.com
Customers named: Bharti Airtel
Not stated on the pages read: Price, starting price, certifications, hosting

What Motadata ObserveOps's own pages state, read October 5, 2026: motadata.com, motadata.com/solutions/it, motadata.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 Motadata ObserveOps'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 Motadata ObserveOps, 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 Motadata ObserveOps by email, built from the raw record of the edition. It shows:

where Motadata ObserveOps 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 Motadata ObserveOps, 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.