AIOps platforms · November 2026 Edition
Datadog vs Grafana Cloud
Six of fourteen models named Datadog first on the direct prompt; zero named Grafana Cloud. Datadog was named by fourteen of the fourteen models and Grafana Cloud by eight and Datadog carries 43 labels and Grafana Cloud 11, so the shares are not directly comparable.
Named in nine categories this edition.
Named in five categories this edition.
First-choice share14%5%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate23%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#6A position in a field of 15; printed, not drawn.
Labels4311A 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.Site24x7 was named alongside these two in eight of the fourteen direct answers. Site24x7 vs Datadog · Site24x7 vs Grafana Cloud · Datadog vs New Relic Applied Intelligence
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.
DatadogFirst choices, of fourteen modelsGrafana Cloud
Direct601 against Datadog
Paraphrase10
Comparative30
Budget-constrained035 against Datadog
Scale-constrained10
Negative004 against Datadog
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 Datadog and Grafana Cloud 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 | | |
Datadog Grafana Cloud first choice named as an alternative argued againstblank: not namedEach cell is one answer, Datadog on the left and Grafana Cloud on the right.The direct prompt
The plain question, one answer per model, grouped by where Datadog and Grafana Cloud stood in it.
Datadog first, Grafana Cloud not the choice
6 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
Perplexity SonarDatadog alternatives: Coralogix, Dynatrace, OpenObserve, ServiceNow ITOM
DeepSeek V4 FlashDatadog, New Relic Applied Intelligence alternatives: BigPanda, ScienceLogic SL1, Site24x7
Llama 4 MaverickDatadog alternatives: BigPanda, Dynatrace, Moogsoft, New Relic Applied Intelligence, Splunk
GLM 4.7 FlashXDatadog, LogicMonitor alternatives: New Relic Applied Intelligence, ServiceNow IT Operations Management, Site24x7
GPT-6 LunaDatadog alternatives: New Relic Applied Intelligence, PagerDuty AIOps
Neither was the first choice, one was named
1 of 14 modelsThe answer put something else first and named one of the two as an alternative.Grok 4.20New Relic Applied Intelligence, Site24x7 alternatives: Datadog
Neither was named
7 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5New Relic Applied Intelligence, PagerDuty AIOps alternatives: BigPanda, LogicMonitor
GPT-5.4 miniDynatrace alternatives: BigPanda, Moogsoft
Mistral SmallNew Relic Applied Intelligence, Site24x7 alternatives: BMC Helix Operations Management, Better Stack
Qwen 3.7 FlashSite24x7 alternatives: BigPanda, LogicMonitor, Moogsoft
Kimi K2PagerDuty AIOps alternatives: BigPanda, IBM Instana, ManageEngine OpManager, Site24x7
MiniMax M2.5Better Stack, Site24x7 alternatives: BigPanda, LogicMonitor, OpsPilot
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 two points.
Grafana Cloud6%#4 of 14Datadog4%#6 of 14Mid-marketThe figures above
The order flips: Datadog leads at mid-market.
Datadog14%#2 of 15Grafana Cloud5%#6 of 15Enterprise
Grafana Cloud is not named for this buyer.
Datadog0%#9 of 15Grafana Cloud—not namedWhat the models said about Datadog
No label in this category carried a quote.
What the models said about Grafana Cloud
No label in this category carried a quote.
Also compared
Site24x7 vs DatadogSite24x7 vs Grafana CloudDatadog vs New Relic Applied IntelligenceDatadog vs PagerDuty AIOpsDatadog vs BigPandaDatadog vs ManageEngine OpManagerDatadog vs LogicMonitorNew Relic Applied Intelligence vs Grafana CloudPagerDuty AIOps vs Grafana CloudBigPanda vs Grafana CloudGrafana Cloud vs ManageEngine OpManagerGrafana Cloud 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.