SigNoz vs Grafana Cloud
Zero of fourteen models named SigNoz first on the direct prompt; zero named Grafana Cloud. SigNoz was named by twelve of the fourteen models and Grafana Cloud by eleven and SigNoz carries 23 labels and Grafana Cloud 26, so the shares are not directly comparable.
Named in eight categories 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
SigNozFirst choices, of fourteen modelsGrafana Cloud
Across every category in the October 2026 Edition, SigNoz and Grafana Cloud were named in the same answer seventy-three times, of the 223 answers naming SigNoz and the 196 naming Grafana Cloud. In those answers Grafana Cloud took the first choice fourteen times and SigNoz six.
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 | |
SigNoz Grafana Cloud first choice named as an alternative argued againstblank: not namedEach cell is one answer, SigNoz 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
SigNoz6%#3 of 10Grafana Cloud3%#6 of 10SigNoz0%#– of 9Grafana Cloud0%#6 of 9What the models said about SigNoz
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“SigNoz | OpenTelemetry-native monitoring on a budget | SaaS and self-hosted | Native-first | Limited | Free self-hosted, $49/month cloud” Muse Glimmer 30B · budget prompt · first choice
“If you want to completely avoid licensing bills and scale without limits: Set up SigNoz on your own infrastructure.” Gemini 3.5 Flash · budget prompt · first choice
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.