Three of fourteen models named PagerDuty first on the direct prompt; zero named FireHydrant. PagerDuty was named by fourteen of the fourteen models and FireHydrant by ten and PagerDuty carries 72 labels and FireHydrant 21, so the shares are not directly comparable.
Named in four categories this edition.
Named in two 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.
Across every category in the October 2026 Edition, PagerDuty and FireHydrant were named in the same answer forty-nine times, of the 272 answers naming PagerDuty and the 51 naming FireHydrant. In those answers FireHydrant took the first choice two times and PagerDuty seventeen.
| 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. Five of six in this category shown.
“potentially fine products, but be cautious if you're sensitive to ownership changes, product consolidation, or roadmap uncertainty” GPT-5.4 mini · negative prompt · soft negative
“FireHydrant was acquired by Freshworks... acquisitions often trigger shifts in pricing” Gemini 3.5 Flash · negative prompt · soft negative
“The Best All-Rounder: FireHydrant ... widely considered the best modern alternative to expensive enterprise platforms” Qwen 3.7 Flash · budget prompt · first choice
“Best for: Teams wanting an all-in-one platform spanning alerting, on-call, incident response, and retrospectives” DeepSeek V4 Flash · comparative prompt · alternative
“Best for ITIL & Customer Support Alignment ... the Freshworks ecosystem is highly compelling.” Gemini 3.5 Flash · direct prompt · alternative
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.