Elastic Stack vs Grafana Cloud Logs
Zero of fourteen models named Elastic Stack first on the direct prompt; zero named Grafana Cloud Logs. Elastic Stack was named by thirteen of the fourteen models and Grafana Cloud Logs by eight and Elastic Stack carries 58 labels and Grafana Cloud Logs 16, so the shares are not directly comparable.
Named in eight categories this edition.
Named in one category 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 log management page.
By framing
Elastic StackFirst choices, of fourteen modelsGrafana Cloud Logs
Across every category in the November 2026 Edition, Elastic Stack and Grafana Cloud Logs were named in the same answer thirty-six times, of the 200 answers naming Elastic Stack and the 52 naming Grafana Cloud Logs. In those answers Grafana Cloud Logs took the first choice eight times and Elastic Stack three.
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 4.20 | | | | | | |
| 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 | | | | |
Elastic Stack Grafana Cloud Logs first choice named as an alternative argued againstblank: not namedEach cell is one answer, Elastic Stack on the left and Grafana Cloud Logs on the right.The direct prompt
Neither was the first choice, one was named
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
8 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 Stack10%#3 of 14Grafana Cloud Logs7%#6 of 14Elastic Stack8%#5 of 12Grafana Cloud Logs7%#6 of 12Elastic Stack4%#5 of 11Grafana Cloud Logs0%#– of 11What the models said about Elastic Stack
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Avoid self-hosted ELK (Elasticsearch/Logstash/Kibana) unless you have a dedicated engineer” Gemini 3.5 Flash · direct prompt · hard negative
“often described as a "financial mistake for small companies" if not managed carefully” Mistral Small · negative prompt · hard negative
“Avoid: Traditional ELK stacks (Elastic) if budget is tight” Kimi K2 · budget prompt · hard negative
“I recommend starting with the ELK Stack (Elasticsearch, Logstash, Kibana) or its fully managed version, Elastic Cloud.” Grok 4.20 · paraphrase prompt · first choice
“open-source options like Graylog or Elastic Stack are ideal if you have the technical resources to manage them” Claude Haiku 4.5 · budget prompt · first choice
“Elastic is the best overall choice—particularly if the team has engineering capacity to self-host it.” Perplexity Sonar · budget prompt · first choice
What the models said about Grafana Cloud Logs
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Grafana Cloud Logs, if you want one simple per-GB price. Its bill can depend on processed, written, retained” GPT-6 Luna · negative prompt · soft negative
“For most budget-conscious small companies, I'd start with Grafana Cloud Logs.” GPT-6 Luna · budget prompt · first choice
“For startups or small tech teams: Start with Axiom or Grafana Cloud.” Gemini 3.5 Flash · budget prompt · first choice
“Grafana Loki + Grafana Cloud (Best Overall Value)” DeepSeek V4 Flash · paraphrase 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.