Zero of fourteen models named SigNoz first on the direct prompt; zero named OpenObserve. SigNoz was named by twelve of the fourteen models and OpenObserve by ten and SigNoz carries 20 labels and OpenObserve 16, 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 observability platforms page.
Across every category in the October 2026 Edition, SigNoz and OpenObserve were named in the same answer forty-nine times, of the 223 answers naming SigNoz and the 157 naming OpenObserve. In those answers OpenObserve took the first choice two times and SigNoz six.
| 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 |
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. Three of three in this category shown.
“managing a ClickHouse cluster in production requires active maintenance, upgrades, and schema knowledge—which can become a "hidden" operational cost” Gemini 3.5 Flash · budget prompt · soft negative
“SigNoz is recommended for cost-conscious startups, as it provides traces, logs, and metrics in one place without per-host or per-seat pricing” Claude Haiku 4.5 · budget prompt · first choice
“or SigNoz self-hosted if you have infrastructure capacity and want complete control with no licensing fees” Kimi K2 · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“OpenObserve: best overall observability platform, with unified telemetry, no per-host fees, and SQL and PromQL querying” Llama 4 Maverick · scale prompt · first choice
“start with open-source platforms like Grafana, OpenObserve, or Zabbix for maximum cost savings” Mistral Small · 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.