Three of fourteen models named Graylog first on the direct prompt; two named Coralogix. Graylog was named by fourteen of the fourteen models and Coralogix by eleven and Graylog carries 47 labels and Coralogix 24, so the shares are not directly comparable.
Named in three categories this edition.
Named in six 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 log management page.
Across every category in the November 2026 Edition, Graylog and Coralogix were named in the same answer thirty-one times, of the 125 answers naming Graylog and the 126 naming Coralogix. In those answers Coralogix took the first choice one time and Graylog two.
| 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 |
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Graylog is noted for having limited scalability, making it unsuitable for large-scale log management.” Mistral Small · negative prompt · hard negative
“Graylog moved its server code to the Server Side Public License v1 ... SSPL is not OSI approved, so Graylog Open is source-available rather than open source.” Muse Glimmer 30B · negative prompt · soft negative
“Can drop messages under load, limited scalability for very large environments, and complex setup/upgrades” Grok 4.20 · negative prompt · soft negative
“I would recommend starting with Graylog if security and compliance are priorities, or Coralogix if cost predictability and cloud-native architecture are more important.” MiniMax M2.5 · paraphrase prompt · first choice
“For most mid-market B2B companies, Graylog or SolarWinds offer the best balance of features, cost, and scalability.” MiniMax M2.5 · direct prompt · first choice
“For the absolute lowest cost, open-source options like Graylog or Elastic Stack are ideal” Claude Haiku 4.5 · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“or Coralogix if cost predictability and cloud-native architecture are more important. Both offer strong value propositions at the mid-market level” MiniMax M2.5 · paraphrase prompt · first choice
“Datadog gives the fastest time to value and ecosystem, while ManageEngine EventLog Analyzer or Coralogix are the common cost-conscious alternatives” Muse Glimmer 30B · direct prompt · first choice
“Coralogix | Best Overall for Mid-Market” Gemini 3.5 Flash · direct 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.