Six of fourteen models named Freshservice first on the direct prompt; zero named FireHydrant. Freshservice was named by ten of the fourteen models and FireHydrant by ten and Freshservice carries 17 labels and FireHydrant 21, so the shares are not directly comparable.
Named in nine 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.
| 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. 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
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.