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Infrastructure monitoring · November 2026 Edition

Datadog vs Prometheus

Six of fourteen models named Datadog first on the direct prompt; zero named Prometheus. Datadog was named by fourteen of the fourteen models and Prometheus by thirteen and Datadog carries 62 labels and Prometheus 31, so the shares are not directly comparable.

Datadog

criticized challenger

Named in nine categories this edition.

Prometheus

criticized challenger

Named in nine categories this edition.

First-choice share29%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate26%26%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#8A position in a field of 16; printed, not drawn.
Labels6231A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Datadog reading right to left. Rank and label count are printed, not drawn.Datadog vs Zabbix · Datadog vs Site24x7 · Datadog vs LogicMonitor

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.
DatadogFirst choices, of fourteen modelsPrometheus
Direct603 against Datadog · 1 against Prometheus
Paraphrase701 against Prometheus
Comparative72
Budget-constrained024 against Datadog
Scale-constrained201 against Datadog · 3 against Prometheus
Negative008 against Datadog · 3 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.

Across every category in the November 2026 Edition, Datadog and Prometheus were named in the same answer 135 times, of the 692 answers naming Datadog and the 351 naming Prometheus. In those answers Prometheus took the first choice ten times and Datadog twenty-five.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Datadog and Prometheus stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
Claude Haiku 4.5
GPT-5.4 mini
Gemini 3.5 Flash
Perplexity Sonar
Grok 4.20
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
Datadog Prometheus first choice named as an alternative argued againstblank: not namedEach cell is one answer, Datadog on the left and Prometheus on the right.

The direct prompt

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

Datadog first, Prometheus not the choice

6 of 14 modelsPrometheus was named in the answer but not as the choice, or not at all.
GPT-5.4 miniDatadog alternatives: Grafana, New Relic
Grok 4.20Datadog alternatives: Motadata ObserveOps, New Relic, NinjaOne, Prometheus + Grafana, Site24x7, Zabbix
Mistral SmallDatadog alternatives: Middleware.io, NinjaOne, Zabbix
Qwen 3.7 FlashDatadog alternatives: Checkmk, LogicMonitor, Site24x7, Zabbix
GPT-6 LunaDatadog alternatives: Dynatrace, Grafana, New Relic
Muse Glimmer 30BDatadog, New Relic alternatives: LogicMonitor, ManageEngine OpManager, Prometheus + Grafana, Site24x7, Zabbix

Neither was the first choice, one was named

3 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Perplexity SonarLogicMonitor alternatives: Better Stack, Datadog, Netdata, Zabbix
GLM 4.7 FlashXLogicMonitor alternatives: Datadog, New Relic
MiniMax M2.5Site24x7 alternatives: Datadog, LogicMonitor, NinjaOne

Neither was named

5 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5no first choice
Gemini 3.5 FlashGrafana alternatives: Better Stack, LogicMonitor, New Relic
DeepSeek V4 FlashLogicMonitor alternatives: New Relic, Paessler PRTG, Site24x7
Llama 4 Maverickno first choice
Kimi K2Site24x7 alternatives: Coralogix, Motadata ObserveOps, Paessler PRTG, Zabbix

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
Datadog leads by ten points.
Datadog10%#4 of 16
Prometheus0%#13 of 16
The full small business standing →
Mid-marketThe figures above
Datadog leads by twenty-five points.
Datadog29%#1 of 16
Prometheus4%#8 of 16
The full mid-market standing →
Enterprise
Datadog leads by forty-five points.
Datadog45%#1 of 14
Prometheus0%#13 of 14
The full enterprise standing →

What the models said about Datadog

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

“Avoid Datadog unless you have enterprise budgets and teams — it's overkill-priced for most mid-market B2B operations.” DeepSeek V4 Flash · direct prompt · hard negative
“Datadog: Excellent for hybrid/cloud-native; strong AI (Watchdog for anomalies), full-stack observability... Scalable and user-friendly.” Grok 4.20 · scale prompt · first choice
“All-in-One Cloud SaaS (Fast Setup) | Datadog | Broadest library of integrations, easy correlation between logs and infrastructure.” Gemini 3.5 Flash · comparative prompt · first choice
“my default recommendation would be Datadog if you want the strongest all-around balance of speed to deploy, breadth, and ease of use” GPT-5.4 mini · paraphrase 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.

“Open-source like Zabbix/Prometheus + Grafana work if you have in-house talent for maintenance, but they add operational burden.” Grok 4.20 · paraphrase prompt · soft negative
“Don't expose Prometheus, Alertmanager, exporters, or their metrics and debugging endpoints directly to the public internet.” GPT-6 Luna · negative prompt · soft negative
“Kubernetes & Cloud-Native (Budget Aware) | Prometheus + Grafana | Industry standard, native Kubernetes support, highly customizable.” Gemini 3.5 Flash · comparative prompt · first choice
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.