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AIOps platforms · October 2026 Edition

Dynatrace vs BigPanda

Six of fourteen models named Dynatrace first on the direct prompt; zero named BigPanda. Both were named by all fourteen models and Dynatrace carries 49 labels and BigPanda 47, so the shares are not directly comparable.

Dynatrace

criticized challenger

Named in eleven categories this edition.

BigPanda

accepted challenger

Named in two categories this edition.

First-choice share13%11%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate27%15%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#4A position in a field of 10; printed, not drawn.
Labels4947A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Dynatrace reading right to left. Rank and label count are printed, not drawn.New Relic was named alongside these two in twelve of the fourteen direct answers. New Relic vs Dynatrace · New Relic vs BigPanda · Datadog vs Dynatrace

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.
DynatraceFirst choices, of fourteen modelsBigPanda
Direct605 against Dynatrace
Paraphrase161 against Dynatrace · 2 against BigPanda
Comparative80
Budget-constrained004 against Dynatrace · 2 against BigPanda
Scale-constrained00
Negative003 against Dynatrace · 3 against BigPanda
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 October 2026 Edition, Dynatrace and BigPanda were named in the same answer ninety-two times, of the 769 answers naming Dynatrace and the 129 naming BigPanda. In those answers BigPanda took the first choice seven times and Dynatrace thirty-one.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Dynatrace and BigPanda 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
Dynatrace BigPanda first choice named as an alternative argued againstblank: not namedEach cell is one answer, Dynatrace on the left and BigPanda on the right.

The direct prompt

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

Dynatrace first, BigPanda an alternative

6 of 14 modelsBigPanda was named in the answer but not as the choice, or not at all.
GPT-5.4 miniDynatrace alternatives: Datadog, New Relic, Splunk
Mistral SmallDynatrace alternatives: BigPanda, LogicMonitor, New Relic
Llama 4 MaverickDynatrace
Qwen 3.7 FlashDynatrace alternatives: BigPanda, Datadog, Elastic Observability, Grafana Cloud, OpenTelemetry
GLM 4.7 FlashXDynatrace alternatives: Datadog, Freshservice, ManageEngine OpManager Nexus, New Relic
Muse Glimmer 30BDatadog, Dynatrace, New Relic alternatives: Freshservice

Neither was the first choice, one was named

4 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Claude Haiku 4.5PagerDuty alternatives: BigPanda, LogicMonitor, New Relic
DeepSeek V4 FlashLogicMonitor, New Relic alternatives: BigPanda, Freshservice, PagerDuty
MiniMax M2.5Datadog, New Relic alternatives: Dynatrace
GPT-6 LunaDatadog alternatives: Dynatrace, New Relic

Neither was named

4 of 14 modelsThe answer made no first choice from these two in this category.
Gemini 3.5 FlashDatadog, LogicMonitor alternatives: New Relic, PagerDuty
Perplexity SonarNew Relic alternatives: Coralogix
Grok 4.1 FastDatadog alternatives: New Relic
Kimi K2New Relic alternatives: Datadog, LogicMonitor

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
Level: the same share of first choices.
Dynatrace3%#10 of 16
BigPanda3%#9 of 16
The full small business standing →
Mid-marketThe figures above
Dynatrace leads by two points.
Dynatrace13%#3 of 10
BigPanda11%#4 of 10
The full mid-market standing →
Enterprise
Dynatrace leads by eleven points.
Dynatrace39%#1 of 11
BigPanda28%#2 of 11
The full enterprise standing →

What the models said about Dynatrace

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

“Platforms to Avoid (For Now) ... Dynatrace is exceptionally precise, but its premium pricing and complex configuration require dedicated platform engineering teams” Gemini 3.5 Flash · direct prompt · hard negative
“Choose Dynatrace if: You want a "all-in-one" solution where you don't need third-party monitors, and you require automated code-level root cause identification.” Qwen 3.7 Flash · comparative prompt · first choice
“Dynatrace and BigPanda are often recommended due to their scalability, ease of integration, and strong noise reduction features” Mistral Small · paraphrase prompt · first choice
“Dynatrace is the best overall AIOps platform due to its robust features, strong user ratings, and suitability for mid-market needs” Mistral Small · direct prompt · first choice

What the models said about BigPanda

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

“Avoids the high custom pricing of specialists like BigPanda ($6K+/year base, often $60K+ first year for mid setups)” Grok 4.1 Fast · paraphrase prompt · soft negative
“BigPanda is primarily an alert correlation and deduplication engine, not a full-stack observability platform.” Qwen 3.7 Flash · negative prompt · soft negative
“open-source alternative to expensive event-correlation tools like BigPanda or Splunk ITSI” Gemini 3.5 Flash · budget prompt · soft negative
“Dynatrace and BigPanda are often recommended due to their scalability, ease of integration, and strong noise reduction features” Mistral Small · paraphrase prompt · first choice
“My primary recommendation would be BigPanda if budget allows, as it offers the most comprehensive AI-powered correlation.” Claude Haiku 4.5 · paraphrase prompt · first choice
“If you're already using multiple monitoring tools and alert noise is your biggest problem → BigPanda or Moogsoft” Kimi K2 · paraphrase 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.