Elastic APM vs Grafana Cloud
Zero of fourteen models named Elastic APM first on the direct prompt; zero named Grafana Cloud. Elastic APM was named by fourteen of the fourteen models and Grafana Cloud by eleven and Elastic APM carries 28 labels and Grafana Cloud 26, so the shares are not directly comparable.
Named in one category this edition.
Named in seven categories this edition.
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 application performance monitoring page.
By framing
Elastic APMFirst choices, of fourteen modelsGrafana Cloud
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | | | ||
| GPT-5.4 mini | | | ||||
| Gemini 3.5 Flash | | | | | ||
| Perplexity Sonar | ||||||
| Grok 4.1 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 | |
Elastic APM Grafana Cloud first choice named as an alternative argued againstblank: not namedEach cell is one answer, Elastic APM on the left and Grafana Cloud on the right.The direct prompt
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.Neither was named
13 of 14 modelsThe answer made no first choice from these two in this category.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
Elastic APM5%#5 of 10Grafana Cloud3%#6 of 10Elastic APM4%#5 of 12Grafana Cloud2%#7 of 12Elastic APM0%#8 of 9Grafana Cloud0%#6 of 9What the models said about Elastic APM
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“requires managing Elasticsearch clusters and APM servers... can add noticeable memory overhead” Claude Haiku 4.5 · negative prompt · soft negative
“often a "caution" recommendation for teams that lack dedicated DevOps staff” GLM 4.7 FlashX · negative prompt · soft negative
“it can be resource-intensive and may require significant tuning” Mistral Small · negative prompt · soft negative
“Elastic APM is usually the best APM tool for a company with a limited budget” GPT-5.4 mini · budget prompt · first choice
“such as OpenObserve, Grafana Stack, or Elastic APM” Llama 4 Maverick · budget prompt · first choice
“Elastic APM is great for small to medium-sized companies and provides a budget-friendly yet capable APM solution” Claude Haiku 4.5 · paraphrase prompt · alternative
What the models said about Grafana Cloud
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“If you have 2–3 developers and want a modern SaaS stack: Go with Grafana Cloud's Free Tier.” Gemini 3.5 Flash · budget prompt · first choice
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.