Every category where a model named Middleware.io 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	4%	6 of 63	0%	3	under 10 labels · led by Grafana at 29%
Log management	IT operations and endpoint	2%	14 of 59	0%	4	under 10 labels · led by Datadog Log Management at 20%
Infrastructure monitoring	IT operations and endpoint	0%	15 of 65	0%	5	under 10 labels · led by Site24x7 at 24%
Application performance monitoring	IT operations and endpoint	0%	52 of 70	0%	1	under 10 labels · led by New Relic at 54%

Movement

This is the first edition on this tier, so no move can be computed for Middleware.io 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 Middleware.io across every prompt where it was named for a mid-market B2B company. Twelve models, six prompts per category.

Model	First choice	Alternative	Mention	Labels
Claude Haiku 4.5	2	0	1	3
GPT-5.4 mini	0	0	0	0
Gemini 3.5 Flash	0	0	1	1
Perplexity Sonar	0	1	0	1
Grok 4.1 Fast	0	0	0	0
Mistral Small	0	0	0	0
DeepSeek V4 Flash	0	0	1	1
Llama 4 Maverick	2	0	1	3
Qwen 3.7 Flash	0	0	0	0
Kimi K2	0	1	0	1
GLM 4.7 FlashX	0	1	1	2
MiniMax M2.5	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

Direct6 labels1

Paraphrase1 label1

Comparative8 labelsNone

Budget-constrained10 labels2

Scale-constrained3 labelsNone

Negative1 label1not counted in share

First choiceAlternativeMentionNegative29 labels in all, every segment counted; 4 of the 5 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 strong all-in-one option for teams wanting metrics, logs, traces, and AI-powered remediation in one platform at predictable cost” Llama 4 Maverick · Infra monitoring · negative prompt · first choice

“Middleware is the strongest choice in 2026, with its modular architecture, usage-based pricing, and OpsAI capabilities” Claude Haiku 4.5 · Observability · budget prompt · first choice

“Middleware.io - Best for teams that want the broadest capability set at the most predictable cost.” Llama 4 Maverick · Logs · direct prompt · first choice

“For most mid-sized B2B companies, Middleware or OpenObserve would be the sweet spot” Claude Haiku 4.5 · Observability · paraphrase 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.

No model argued against it.

Named alongside

The products named in the same answers as Middleware.io, over the 29 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Middleware.io was named but was not.

ProductSame answerTook the first choice insteadHead to head

Datadog17 of 292Not in the top three

New Relic17 of 291Not in the top three

Dynatrace16 of 291Not in the top three

Zabbix13 of 291Not in the top three

Netdata12 of 296Not in the top three

Prometheus + Grafana8 of 291Not in the top three

OpenObserve7 of 290Not in the top three

Site24x76 of 293Not in the top three

Paessler PRTG6 of 291Not in the top three

Grafana6 of 290Not 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 Middleware.io. 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 27 of the 29 answers that named Middleware.io and are not a share of its labels.

Domains cited

middleware.ioYour site26

netdata.cloud16

gartner.com12

motadata.com12

openobserve.ai11

comparitech.com7

cubeapm.com7

signoz.io6

toolradar.com6

uptrace.dev6

Eighty-three of the 109 domain citations in answers naming Middleware.io came from somebody else's page.

Pages cited

middleware.io/blog/infrastructure-monitoring-tools16

netdata.cloud/resources/best-infrastructure-monitoring-tools15

gartner.com/reviews/market/infrastructure-monitoring-tools10

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

comparitech.com/net-admin/infrastructure-monitoring6

cribl.io/resources/comparison-guides/top-10-log-collection-and-analysis-platforms5

gartsolutions.com/best-it-infrastructure-monitoring-software5

openobserve.ai/blog/log-management-tools4

Pages are listed as the models cited them.

Names read as Middleware.io

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

Middleware 11

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 Middleware.io'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 Middleware.io, 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 middleware.io 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.