AIOps platforms · November 2026 Edition
PagerDuty AIOps vs Grafana Cloud
Two of fourteen models named PagerDuty AIOps first on the direct prompt; zero named Grafana Cloud. PagerDuty AIOps was named by fourteen of the fourteen models and Grafana Cloud by eight and PagerDuty AIOps carries 34 labels and Grafana Cloud 11, so the shares are not directly comparable.
Named in one category this edition.
Named in five categories this edition.
First-choice share12%5%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate15%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#6A position in a field of 15; printed, not drawn.
Labels3411A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, PagerDuty AIOps 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 PagerDuty AIOps · Site24x7 vs Grafana Cloud · Datadog vs PagerDuty AIOps
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.
PagerDuty AIOpsFirst choices, of fourteen modelsGrafana Cloud
Direct201 against PagerDuty AIOps
Paraphrase40
Comparative00
Budget-constrained131 against PagerDuty AIOps
Scale-constrained00
Negative003 against PagerDuty AIOps
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 PagerDuty AIOps 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 | |
PagerDuty AIOps Grafana Cloud first choice named as an alternative argued againstblank: not namedEach cell is one answer, PagerDuty AIOps on the left and Grafana Cloud on the right.The direct prompt
The plain question, one answer per model, grouped by where PagerDuty AIOps and Grafana Cloud stood in it.
PagerDuty AIOps 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.Claude Haiku 4.5New Relic Applied Intelligence, PagerDuty AIOps alternatives: BigPanda, LogicMonitor
Kimi K2PagerDuty AIOps alternatives: BigPanda, IBM Instana, ManageEngine OpManager, Site24x7
Neither was the first choice, one was named
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.Gemini 3.5 FlashDatadog, LogicMonitor alternatives: Dynatrace, New Relic Applied Intelligence, PagerDuty AIOps
GPT-6 LunaDatadog alternatives: New Relic Applied Intelligence, PagerDuty AIOps
Neither was named
10 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
Qwen 3.7 FlashSite24x7 alternatives: BigPanda, LogicMonitor, Moogsoft
GLM 4.7 FlashXDatadog, LogicMonitor alternatives: New Relic Applied Intelligence, ServiceNow IT Operations Management, 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 four points.
Grafana Cloud6%#4 of 14PagerDuty AIOps2%#7 of 14Mid-marketThe figures above
The order flips: PagerDuty AIOps leads at mid-market.
PagerDuty AIOps12%#4 of 15Grafana Cloud5%#6 of 15Enterprise
Grafana Cloud is not named for this buyer.
PagerDuty AIOps0%#12 of 15Grafana Cloud—not namedWhat the models said about PagerDuty AIOps
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“I wouldn't start with PagerDuty AIOps on a tight budget” GPT-6 Luna · budget prompt · hard negative
“focuses on alert correlation but does not investigate root cause, execute remediation, or generate postmortems” Claude Haiku 4.5 · negative prompt · soft negative
“Be cautious if you want a standalone correlation product or your event volume is spiky.” GPT-6 Luna · negative prompt · soft negative
“Best pure AIOps on a limited budget: PagerDuty AIOps if your priority is incident management and alert noise reduction.” GPT-5.4 mini · budget prompt · first choice
“I'd generally recommend PagerDuty AIOps as the safest default choice for event correlation and noise reduction.” GPT-5.4 mini · paraphrase prompt · first choice
“Best All-Rounder & Fastest Time-to-Value: PagerDuty AIOps ... is usually the best fit for a mid-sized B2B.” Gemini 3.5 Flash · paraphrase prompt · first choice
What the models said about Grafana Cloud
No label in this category carried a quote.
Also compared
Site24x7 vs PagerDuty AIOpsSite24x7 vs Grafana CloudDatadog vs PagerDuty AIOpsDatadog vs Grafana CloudNew Relic Applied Intelligence vs PagerDuty AIOpsNew Relic Applied Intelligence vs Grafana CloudPagerDuty AIOps vs BigPandaPagerDuty AIOps vs ManageEngine OpManagerPagerDuty AIOps vs LogicMonitorBigPanda 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.