Nine of fourteen models named Better Stack first on the direct prompt; three named Uptime.com. Better Stack was named by fourteen of the fourteen models and Uptime.com by thirteen and Better Stack carries 43 labels and Uptime.com 25, 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 4.1 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. Six of seven in this category shown.
“Better Stack lists separate charges for extra monitors and some status-page features; calculate the cost using your expected monitors” GPT-6 Luna · negative prompt · soft negative
“may be worth it, but it's typically a step up in complexity/cost compared with the two above” GPT-5.4 mini · budget prompt · soft negative
“but pricing scales quickly with add-ons” Llama 4 Maverick · scale prompt · soft negative
“Better Stack (formerly Better Uptime) has done more than anyone else to drag uptime monitoring into the modern design era.” Claude Haiku 4.5 · direct prompt · first choice
“I'd suggest Better Stack or Pingdom as they balance comprehensive features with reasonable pricing” MiniMax M2.5 · direct prompt · first choice
“My #1 pick: If I had to recommend just one for a mid-market B2B company, I'd go with Better Stack” DeepSeek V4 Flash · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“The billing practices are the biggest concern here — monitor your invoices carefully if you use them.” DeepSeek V4 Flash · negative prompt · hard negative
“Some users have reported occasional false alerts... and the service is relatively expensive compared to similar offerings” Claude Haiku 4.5 · negative prompt · soft negative
“Surprise billing/subscription creep ... eroding value; monitor invoices closely.” Grok 4.1 Fast · negative prompt · soft negative
“Shortlist to evaluate: Uptime.com, Better Stack, or UptimeRobot Enterprise” Kimi K2 · scale prompt · first choice
“My Top Pick: Uptime.com. It is the standard for mid-market B2B” GLM 4.7 FlashX · direct prompt · first choice
“the strongest all-around choice is usually Uptime.com” Perplexity Sonar · direct 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.