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Infrastructure monitoring · October 2026 Edition

Site24x7 vs Prometheus

Two of fourteen models named Site24x7 first on the direct prompt; zero named Prometheus. Site24x7 was named by nine of the fourteen models and Prometheus by fourteen and Site24x7 carries 16 labels and Prometheus 31, so the shares are not directly comparable.

Site24x7

accepted challenger

Named in eight categories this edition.

Prometheus

criticized challenger

Named in seven categories this edition.

First-choice share8%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%32%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#5#8A position in a field of 13; printed, not drawn.
Labels1631A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Site24x7 reading right to left. Rank and label count are printed, not drawn.New Relic was named alongside these two in eight of the fourteen direct answers. Datadog vs Site24x7 · Datadog vs Prometheus · Zabbix vs Site24x7

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the infrastructure monitoring page.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Site24x7First choices, of fourteen modelsPrometheus
Direct201 against Prometheus
Paraphrase201 against Prometheus
Comparative00
Budget-constrained02
Scale-constrained00
Negative008 against Prometheus
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Site24x7 and Prometheus stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
Claude Haiku 4.5
GPT-5.4 mini
Gemini 3.5 Flash
Perplexity Sonar
Grok 4.1 Fast
Mistral Small
DeepSeek V4 Flash
Llama 4 Maverick
Qwen 3.7 Flash
Kimi K2
GLM 4.7 FlashX
MiniMax M2.5
GPT-6 Luna
Muse Glimmer 30B
Site24x7 Prometheus first choice named as an alternative argued againstblank: not namedEach cell is one answer, Site24x7 on the left and Prometheus on the right.

The direct prompt

The plain question, one answer per model, grouped by where Site24x7 and Prometheus stood in it.

Site24x7 first, Prometheus not the choice

2 of 14 modelsPrometheus was named in the answer but not as the choice, or not at all.
Mistral SmallManageEngine OpManager, Site24x7 alternatives: Netdata
DeepSeek V4 FlashSite24x7 alternatives: Grafana Stack, ManageEngine OpManager, New Relic

Neither was the first choice, one was named

5 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Gemini 3.5 FlashNew Relic alternatives: Better Stack, Grafana, LogicMonitor, Site24x7
Perplexity SonarPaessler PRTG alternatives: Datadog, ManageEngine OpManager, New Relic, Site24x7, Zabbix
Grok 4.1 FastNew Relic alternatives: Datadog, ManageEngine OpManager, Site24x7
Kimi K2LogicMonitor alternatives: Better Stack, New Relic, Paessler PRTG, Site24x7
Muse Glimmer 30BDatadog alternatives: LogicMonitor, ManageEngine OpManager, Paessler PRTG, Prometheus + Grafana, Site24x7, Zabbix

Neither was named

7 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5no first choice
GPT-5.4 miniDatadog alternatives: Dynatrace, Grafana, New Relic
Llama 4 Maverickno first choice
Qwen 3.7 FlashDatadog alternatives: Grafana, Middleware.io, Paessler PRTG, Prometheus + Grafana, Zabbix
GLM 4.7 FlashXDatadog, Grafana alternatives: Dynatrace, ManageEngine OpManager, New Relic
MiniMax M2.5Datadog alternatives: ManageEngine OpManager, Prometheus + Grafana, Sematext
GPT-6 LunaDatadog alternatives: Grafana, New Relic

Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Site24x7 leads by twelve points.
Site24x716%#1 of 14
Prometheus4%#9 of 14
The full small business standing →
Mid-marketThe figures above
Site24x7 leads by four points.
Site24x78%#5 of 13
Prometheus4%#8 of 13
The full mid-market standing →
Enterprise
Site24x7 is not named for this buyer.
Site24x7—not named
Prometheus0%#12 of 14
The full enterprise standing →

What the models said about Site24x7

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.

“Site24x7 and ManageEngine OpManager are the top choices due to their comprehensive features, scalability, and affordability” Mistral Small · direct prompt · first choice

What the models said about Prometheus

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.

“Avoid "turnkey" open source stacks when you lack the team to maintain upgrades... an unpatched Prometheus/Grafana deployment is a liability.” Muse Glimmer 30B · negative prompt · soft negative
“Open-source tools like vanilla Prometheus, while powerful, can require significant operational expertise to scale properly.” MiniMax M2.5 · negative prompt · soft negative
“its local storage isn’t clustered or replicated. Don’t treat one instance as a highly available, durable monitoring backend” GPT-6 Luna · negative prompt · soft negative
Also compared

Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.