Three of fourteen models named PagerDuty first on the direct prompt; six named Freshservice. PagerDuty was named by fourteen of the fourteen models and Freshservice by ten and PagerDuty carries 72 labels and Freshservice 17, so the shares are not directly comparable.
Named in four categories this edition.
Named in nine 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 4.1 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 eight in this category shown.
“Avoid PagerDuty unless you truly need enterprise-grade features” Kimi K2 · budget prompt · hard negative
“The legacy heavyweight. Unrivaled for raw paging and alert routing reliability, but can feel clunky, expensive, and require a lot of manual configuration” Gemini 3.5 Flash · scale prompt · soft negative
“their paid tiers are expensive. Their "Starter" edition is free, but it lacks advanced reporting and custom escalation rules” Qwen 3.7 Flash · budget prompt · soft negative
“the sweet spot is likely a modern "Cloud-Native" Incident Manager (like PagerDuty, Opsgenie, Statuspage, or newer competitors like FireHydrant or Phoebe)” Qwen 3.7 Flash · scale prompt · first choice
“PagerDuty – Best for enterprise incident management, strong end-to-end orchestration, AI/automation, and Slack/Teams integration. Pricing higher, feature rich.” Muse Glimmer 30B · scale prompt · first choice
“Industry leader with 750+ integrations ... Choose PagerDuty if you need dedicated alerting, on-call management, and have diverse tooling” MiniMax M2.5 · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Very slow to deploy, highly complex, and intensely disliked by most modern software engineering/DevOps teams” Gemini 3.5 Flash · comparative prompt · soft negative
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.