IT AI Index

Index › Vendors › Motadata ObserveOps · September 2026 Edition

2 categories · Named, not ranked

Motadata ObserveOps

10Judge labels

0First choices

0Negative labels

5 of 12Models named it

2Categories

September 2026 Edition. Every number here is derived from the raw labels under vendor table vv2026-09.2, every buyer segment counted.

Standing

7 labels, too few to rank

A product needs 10 labels in a category before a share or quadrant is stated. Motadata ObserveOps was named 7 times in Observability and 1 other category, where Grafana led with 29%. 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-market19 of 63

under the label threshold

Enterprisenot named

No model named it for this buyer.

In observability · 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 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
Observability platforms	IT operations and endpoint	0%	19 of 63	0%	4	under 10 labels · led by Grafana at 29%
Infrastructure monitoring	IT operations and endpoint	0%	23 of 65	0%	3	under 10 labels · led by Site24x7 at 24%

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, 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. Twelve models, six prompts per category.

Model	Alternative	Mention	Labels
Claude Haiku 4.5	0	0	0
GPT-5.4 mini	0	0	0
Gemini 3.5 Flash	0	0	0
Perplexity Sonar	0	0	0
Grok 4.1 Fast	0	1	1
Mistral Small	1	0	1
DeepSeek V4 Flash	0	0	0
Llama 4 Maverick	1	1	2
Qwen 3.7 Flash	0	0	0
Kimi K2	0	0	0
GLM 4.7 FlashX	1	1	2
MiniMax M2.5	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

Direct4 labelsNone

Paraphrase0 labelsNone

Comparative4 labelsNone

Budget-constrained0 labelsNone

Scale-constrained2 labelsNone

Negative0 labelsNone

First choiceAlternativeMentionNegative10 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.

“A good choice for mid-market teams running hybrid or on-prem estates, especially in regulated industries.” Llama 4 Maverick · Observability · direct prompt · alternative

“Best for mid-market teams running hybrid or on-premises environments, especially in regulated industries” Mistral Small · Observability · direct prompt · alternative

“Want to monitor hybrid infra with one correlated view | Motadata ObserveOps” GLM 4.7 FlashX · Infra monitoring · comparative prompt · alternative

“Hybrid environments: Motadata ObserveOps, Zabbix” MiniMax M2.5 · Infra monitoring · 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.

No model argued against it.

Named alongside

The products named in the same answers as Motadata ObserveOps, over the 10 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.

ProductSame answerTook the first choice insteadHead to head

Datadog9 of 103Not in the top three

New Relic7 of 103Not in the top three

Dynatrace6 of 101Not in the top three

Zabbix6 of 100Not in the top three

Prometheus4 of 100Not in the top three

Grafana3 of 100Not in the top three

Netdata3 of 100Not in the top three

Paessler PRTG3 of 100Not in the top three

Progress WhatsUp Gold3 of 100Not in the top three

Honeycomb2 of 100Not in the top three

A head-to-head page exists where both products are in a category's top three. 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, four of the twelve in this edition, so these counts come from 10 of the 10 answers that named Motadata ObserveOps and are not a share of its labels.

Domains cited

motadata.comYour site10

gartner.com7

coralogix.com5

netdata.cloud5

uptrace.dev4

cio.economictimes.indiatimes.com3

gartsolutions.com3

onfire.ai3

toolradar.com3

dspace.ensta.edu.dz2

Thirty-five of the forty-five domain citations in answers naming Motadata ObserveOps came from somebody else's page.

Pages cited

motadata.com/blog/best-it-infrastructure-monitoring-tools6

netdata.cloud/resources/best-infrastructure-monitoring-tools5

gartner.com/reviews/market/infrastructure-monitoring-tools4

motadata.com/blog/observability-tools4

uptrace.dev/tools/top-observability-tools4

coralogix.com/guides/observability/observability-platforms3

gartner.com/reviews/market/observability-platforms3

gartsolutions.com/best-it-infrastructure-monitoring-software3

Pages are listed as the models cited 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.

It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at motadata.com is approved on the spot, any other address is reviewed by hand.

Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.