AIOps platforms · November 2026 Edition
Grafana Cloud vs LogicMonitor
Zero of fourteen models named Grafana Cloud first on the direct prompt; two named LogicMonitor. Grafana Cloud was named by eight of the fourteen models and LogicMonitor by eight and Grafana Cloud carries 11 labels and LogicMonitor 12, so the shares are not directly comparable.
Named in five categories this edition.
Named in seven categories this edition.
First-choice share5%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%17%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#6#8A position in a field of 15; printed, not drawn.
Labels1112A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Grafana Cloud reading right to left. Rank and label count are printed, not drawn.Site24x7 was named alongside these two in eight of the fourteen direct answers. Site24x7 vs Grafana Cloud · Site24x7 vs LogicMonitor · Datadog vs Grafana Cloud
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 aiops platforms page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Grafana CloudFirst choices, of fourteen modelsLogicMonitor
Direct02
Paraphrase00
Comparative00
Budget-constrained301 against LogicMonitor
Scale-constrained00
Negative001 against LogicMonitor
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 Grafana Cloud and LogicMonitor stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| 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 | |
Grafana Cloud LogicMonitor first choice named as an alternative argued againstblank: not namedEach cell is one answer, Grafana Cloud on the left and LogicMonitor on the right.The direct prompt
The plain question, one answer per model, grouped by where Grafana Cloud and LogicMonitor stood in it.
LogicMonitor first, Grafana Cloud not the choice
2 of 14 modelsGrafana Cloud was named in the answer but not as the choice, or not at all.Gemini 3.5 FlashDatadog, LogicMonitor alternatives: Dynatrace, New Relic Applied Intelligence, PagerDuty AIOps
GLM 4.7 FlashXDatadog, LogicMonitor alternatives: New Relic Applied Intelligence, ServiceNow IT Operations Management, Site24x7
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.Claude Haiku 4.5New Relic Applied Intelligence, PagerDuty AIOps alternatives: BigPanda, LogicMonitor
Qwen 3.7 FlashSite24x7 alternatives: BigPanda, LogicMonitor, Moogsoft
MiniMax M2.5Better Stack, Site24x7 alternatives: BigPanda, LogicMonitor, OpsPilot
Neither was named
9 of 14 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniDynatrace alternatives: BigPanda, Moogsoft
Perplexity SonarDatadog alternatives: Coralogix, Dynatrace, OpenObserve, ServiceNow ITOM
Grok 4.20New Relic Applied Intelligence, Site24x7 alternatives: Datadog
Mistral SmallNew Relic Applied Intelligence, Site24x7 alternatives: BMC Helix Operations Management, Better Stack
DeepSeek V4 FlashDatadog, New Relic Applied Intelligence alternatives: BigPanda, ScienceLogic SL1, Site24x7
Llama 4 MaverickDatadog alternatives: BigPanda, Dynatrace, Moogsoft, New Relic Applied Intelligence, Splunk
Kimi K2PagerDuty AIOps alternatives: BigPanda, IBM Instana, ManageEngine OpManager, Site24x7
GPT-6 LunaDatadog alternatives: New Relic Applied Intelligence, PagerDuty AIOps
Muse Glimmer 30BBetter Stack, ManageEngine OpManager, Site24x7 alternatives: Atera
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
Grafana Cloud leads by six points.
Grafana Cloud6%#4 of 14LogicMonitor0%#9 of 14Mid-marketThe figures above
Grafana Cloud leads by two points.
Grafana Cloud5%#6 of 15LogicMonitor4%#8 of 15Enterprise
Grafana Cloud is not named for this buyer.
Grafana Cloud—not namedLogicMonitor0%#– of 15What the models said about Grafana Cloud
No label in this category carried a quote.
What the models said about LogicMonitor
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 for tight budgets: ... LogicMonitor” Grok 4.20 · budget prompt · hard negative
“these platforms may still require significant manual tuning and human oversight” GLM 4.7 FlashX · negative prompt · soft negative
“Select Datadog if your culture is DevOps and cloud-native. * Select LogicMonitor if your environment is hybrid IT and ITOps-focused.” Gemini 3.5 Flash · direct prompt · first choice
Also compared
Site24x7 vs Grafana CloudSite24x7 vs LogicMonitorDatadog vs Grafana CloudDatadog vs LogicMonitorNew Relic Applied Intelligence vs Grafana CloudNew Relic Applied Intelligence vs LogicMonitorPagerDuty AIOps vs Grafana CloudPagerDuty AIOps vs LogicMonitorBigPanda vs Grafana CloudBigPanda vs LogicMonitorGrafana Cloud vs ManageEngine OpManagerManageEngine OpManager vs LogicMonitorAll twenty-eight head-to-head pages and the full aiops standing
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.