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Log management · November 2026 Edition

Grafana Cloud Logs vs SolarWinds Papertrail

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.

Grafana Cloud Logs

accepted challenger

Named in one category this edition.

SolarWinds Papertrail

accepted challenger

Named in one category this edition.

First-choice share7%3%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate6%15%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#6#8A position in a field of 12; printed, not drawn.
Labels1613A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Grafana Cloud Logs reading right to left. Rank and label count are printed, not drawn.Datadog Log Management was named alongside these two in thirteen of the fourteen direct answers. Datadog Log Management vs Grafana Cloud Logs · Datadog Log Management vs SolarWinds Papertrail · Graylog vs Grafana Cloud Logs

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

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Grafana Cloud LogsFirst choices, of fourteen modelsSolarWinds Papertrail
Direct00
Paraphrase20
Comparative00
Budget-constrained22
Scale-constrained00
Negative001 against Grafana Cloud Logs · 2 against SolarWinds Papertrail
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 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.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Grafana Cloud Logs and SolarWinds Papertrail stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
Grafana Cloud Logs SolarWinds Papertrail first choice named as an alternative argued againstblank: not namedEach cell is one answer, Grafana Cloud Logs on the left and SolarWinds Papertrail on the right.

The direct prompt

The plain question, one answer per model, grouped by where Grafana Cloud Logs and SolarWinds Papertrail stood in it.

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.
Gemini 3.5 FlashCoralogix alternatives: Better Stack, Grafana Cloud Logs, Sumo Logic

Neither was named

13 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Graylog alternatives: Datadog Log Management, ManageEngine Log360, New Relic Logs
GPT-5.4 miniDatadog Log Management alternatives: Elastic Stack, New Relic Logs, Splunk, Sumo Logic
Perplexity SonarDatadog Log Management alternatives: Coralogix, Elastic Stack, Graylog, ManageEngine Log360
Grok 4.20Datadog Log Management alternatives: Elastic Stack, ManageEngine EventLog Analyzer / Log360, New Relic Logs, Sumo Logic
Mistral SmallDatadog Log Management, Graylog alternatives: Better Stack, Coralogix, Splunk
DeepSeek V4 FlashGrafana Loki alternatives: Datadog Log Management, Elastic Stack, Graylog, New Relic Logs
Llama 4 MaverickDatadog Log Management alternatives: Coralogix, ManageEngine EventLog Analyzer, Splunk
Qwen 3.7 FlashDatadog Log Management alternatives: Coralogix, Graylog
Kimi K2Datadog Log Management alternatives: Grafana Loki, Logz.io, Sematext Logs, SolarWinds
GLM 4.7 FlashXDatadog Log Management alternatives: Coralogix, Elastic Stack, Graylog, Logz.io, New Relic Logs, OpenObserve
MiniMax M2.5Graylog, SolarWinds alternatives: Datadog Log Management, New Relic Logs
GPT-6 LunaDatadog Log Management alternatives: Elastic Cloud Serverless, Sumo Logic
Muse Glimmer 30BCoralogix, Datadog Log Management, ManageEngine EventLog Analyzer alternatives: Grafana Loki, Graylog, Logmanager, New Relic Logs, OpenObserve, SigNoz, Splunk

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
SolarWinds Papertrail leads by nine points.
SolarWinds Papertrail16%#2 of 14
Grafana Cloud Logs7%#6 of 14
The full small business standing →
Mid-marketThe figures above
The order flips: Grafana Cloud Logs leads at mid-market.
Grafana Cloud Logs7%#6 of 12
SolarWinds Papertrail3%#8 of 12
The full mid-market standing →
Enterprise
Level: the same share of first choices.
Grafana Cloud Logs0%#– of 11
SolarWinds Papertrail0%#– of 11
The full enterprise standing →

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

What the models said about SolarWinds Papertrail

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
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.