Six of fourteen models named Better Stack first on the direct prompt; zero named Checkly. Better Stack was named by fourteen of the fourteen models and Checkly by eleven and Better Stack carries 40 labels and Checkly 27, so the shares are not directly comparable.
Named in eight categories 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 website and synthetic monitoring page.
| 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 four in this category shown.
“Tools with Auto-Close Failures (Be Cautious)... such as Better Uptime in past iterations” Qwen 3.7 Flash · negative prompt · soft negative
“review sources note pricing can rise quickly once you move beyond the free tier” GPT-5.4 mini · direct prompt · soft negative
“Need uptime + on-call escalation + incident management + status pages in one predictable subscription: Better Stack / Hyperping. This is the most commonly recommended all-in-one for growing B2B SaaS teams.” Muse Glimmer 30B · direct prompt · first choice
“Combines uptime, logs, metrics, and on-call in one platform. Excellent for reducing tool sprawl; good pricing transparency.” Grok 4.20 · scale prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Start with Site24x7 or Checkly depending on whether you prefer GUI-based or code-first setup.” Kimi K2 · paraphrase prompt · first choice
“Checkly or Grafana Cloud Synthetic Monitoring gives you the best cost-to-coverage ratio” Muse Glimmer 30B · paraphrase prompt · first choice
“Best Overall for Modern Tech Teams: Checkly” Gemini 3.5 Flash · paraphrase 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.