IT AI Index

Index › Vendors › CloudWatch · September 2026 Edition

3 categories · Named, not ranked

CloudWatch

7Judge labels

0First choices

0Negative labels

5 of 12Models named it

3Categories

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

Standing

4 labels, too few to rank

A product needs 10 labels in a category before a share or quadrant is stated. CloudWatch was named 4 times in Infra monitoring and 2 other categories, where Site24x7 led with 24%. 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-market27 of 65

under the label threshold

Enterprise30 of 66

under the label threshold

In infra monitoring · 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 CloudWatch 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
Infrastructure monitoring	IT operations and endpoint	0%	27 of 65	0%	2	under 10 labels · led by Site24x7 at 24%
Application performance monitoring	IT operations and endpoint	0%	51 of 70	0%	1	under 10 labels · led by New Relic at 54%
Observability platforms	IT operations and endpoint	0%	30 of 63	0%	1	under 10 labels · led by Grafana at 29%

Movement

This is the first edition on this tier, so no move can be computed for CloudWatch 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 CloudWatch 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	1	0	1
GPT-5.4 mini	0	0	0
Gemini 3.5 Flash	0	0	0
Perplexity Sonar	0	0	0
Grok 4.1 Fast	0	0	0
Mistral Small	0	0	0
DeepSeek V4 Flash	0	1	1
Llama 4 Maverick	0	1	1
Qwen 3.7 Flash	0	0	0
Kimi K2	0	0	0
GLM 4.7 FlashX	1	0	1
MiniMax M2.5	0	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

Direct2 labelsNone

Paraphrase1 labelNone

Comparative1 labelNone

Budget-constrained2 labelsNone

Scale-constrained0 labelsNone

Negative1 labelNone

First choiceAlternativeMentionNegative7 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.

“If primarily cloud-native: Start with native cloud monitoring (CloudWatch, Azure Monitor) to reduce costs” Claude Haiku 4.5 · Infra monitoring · paraphrase prompt · alternative

“AWS CloudWatch + X-Ray - Integrated with AWS” GLM 4.7 FlashX · Observability · 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 CloudWatch, over the 7 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and CloudWatch was named but was not.

ProductSame answerTook the first choice insteadHead to head

Datadog6 of 71Not in the top three

New Relic6 of 71Not in the top three

Dynatrace5 of 70Not in the top three

Prometheus + Grafana4 of 71Not in the top three

Elastic Stack4 of 70Not in the top three

Splunk4 of 70Not in the top three

Grafana3 of 71Not in the top three

Azure Monitor3 of 70Not in the top three

Netdata2 of 71Not in the top three

AWS X-Ray2 of 70Not 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 CloudWatch. 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 3 of the 7 answers that named CloudWatch and are not a share of its labels.

Domains cited

netdata.cloud2

atatus.com1

betterstack.com1

blazemeter.com1

cio.economictimes.indiatimes.com1

ciopages.com1

clickhouse.com1

comparitech.com1

dash0.com1

dev.to1

Eleven of the eleven domain citations in answers naming CloudWatch came from somebody else's page.

Pages cited

netdata.cloud/resources/best-infrastructure-monitoring-tools2

atatus.com/guides/most-affordable-monitoring-tools1

betterstack.com/community/comparisons/infrastructure-monitoring-tools1

betterstack.com/community/comparisons/nagios-vs-zabbix-vs-prometheus1

blazemeter.com/blog/apm-tools-comparison1

cio.economictimes.indiatimes.com/amp/tools/top-7-open-source-infrastructure-monitoring-too1

ciopages.com/articles/infrastructure-monitoring-guide1

clickhouse.com/resources/engineering/top-infrastructure-monitoring-tools-comparison1

Pages are listed as the models cited them.

Names read as CloudWatch

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

CloudWatch (AWS) 1

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 CloudWatch'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 CloudWatch, 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 cloud.nl 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.