Zero of fourteen models named Grafana Cloud Logs first on the direct prompt; zero named SolarWinds Papertrail. Grafana Cloud Logs was named by eight of the fourteen models and SolarWinds Papertrail by nine and Grafana Cloud Logs carries 16 labels and SolarWinds Papertrail 13, so the shares are not directly comparable.
Named in one category 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.
Across every category in the November 2026 Edition, Grafana Cloud Logs and SolarWinds Papertrail were named in the same answer seventeen times, of the 52 answers naming Grafana Cloud Logs and the 59 naming SolarWinds Papertrail. In those answers SolarWinds Papertrail took the first choice one time and Grafana Cloud Logs 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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Verdict: Avoid for anything serious; use only for tiny hobbyist setups.” DeepSeek V4 Flash · negative prompt · hard negative
“they lack deep tracing integrations, advanced correlation capabilities, and cost-effective cold storage options” Gemini 3.5 Flash · negative prompt · soft negative
“Papertrail is a cheap log management platform that offers a fixed-tier pricing plan starting at $7.00/mo.” Llama 4 Maverick · budget prompt · first choice
“Papertrail and Datadog's free tier are generally the top contenders for cost-conscious teams.” Qwen 3.7 Flash · budget prompt · first choice
“Simplest inexpensive SaaS: Papertrail—a straightforward option for small teams” Perplexity Sonar · budget prompt · alternative
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.