One of fourteen models named Rootly first on the direct prompt; zero named Better Stack. Rootly was named by thirteen of the fourteen models and Better Stack by ten and Rootly carries 42 labels and Better Stack 20, so the shares are not directly comparable.
Named in one category this edition.
Named in eight 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 incident management and on-call 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 five in this category shown.
“Slack-centered coordination can be insufficient when Slack or identity systems are unavailable.” Perplexity Sonar · negative prompt · soft negative
“AI-first approach with automated RCA and fix suggestions; seamless Slack integration; competitive pricing vs. PagerDuty” MiniMax M2.5 · comparative prompt · first choice
“Start with a trial of incident.io or Rootly if your team is engineering-led and Slack-centric” Grok 4.20 · direct prompt · first choice
“Modern / ChatOps-First | Incident.io, Rootly, FireHydrant | Best developer experience.” Gemini 3.5 Flash · scale 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.
“Simple, fast setup, but may lack advanced workflow automation and enterprise governance needed at 500+ employees.” Gemini 3.5 Flash · scale prompt · soft negative
“Best Overall Value SaaS: Better Stack ... If you want cheap & easy SaaS with monitoring built-in: Go with Better Stack.” 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.