incident.io vs FireHydrant
Eleven of fourteen models named incident.io first on the direct prompt; zero named FireHydrant. incident.io was named by fourteen of the fourteen models and FireHydrant by thirteen and incident.io carries 66 labels and FireHydrant 34, so the shares are not directly comparable.
Named in one category this edition.
Named in three 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.
By framing
incident.ioFirst choices, of fourteen modelsFireHydrant
Across every category in the November 2026 Edition, incident.io and FireHydrant were named in the same answer sixty-two times, of the 180 answers naming incident.io and the 80 naming FireHydrant. In those answers FireHydrant took the first choice one time and incident.io thirty-six.
Every model, every framing
| 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 | | | | | |
incident.io FireHydrant first choice named as an alternative argued againstblank: not namedEach cell is one answer, incident.io on the left and FireHydrant on the right.The direct prompt
incident.io first, FireHydrant an alternative
11 of 14 modelsFireHydrant was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
1 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
incident.io39%#1 of 14FireHydrant2%#7 of 14incident.io47%#1 of 13FireHydrant4%#4 of 13incident.io18%#2 of 12FireHydrant2%#8 of 12What the models said about incident.io
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“G2 reviews for incident.io mention setup complexity and limited status-page flexibility in some cases.” GPT-5.4 mini · negative prompt · soft negative
“Slack-centered coordination can be insufficient when Slack or identity systems are unavailable.” Perplexity Sonar · negative prompt · soft negative
“incident.io: A Slack-native platform that eliminates the "coordination tax" through automated channel creation, timeline capture, and AI-powered post-mortems.” Llama 4 Maverick · negative prompt · first choice
“For a small team with limited budget and Slack as a core communication tool: Incident.io (free tier) or Rootly (free tier).” GLM 4.7 FlashX · budget prompt · first choice
“For SRE & Slack-Native Engineering Teams: Look at modern workflow platforms like incident.io, Rootly, or All Quiet.” Gemini 3.5 Flash · negative prompt · first choice
What the models said about FireHydrant
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Pilot any tool with realistic incident creation time, alert routing accuracy and on-call fatigue impact before committing, especially FireHydrant” Muse Glimmer 30B · negative prompt · soft negative
“FireHydrant starts at $9,600/year, making it unsuitable for tight budgets” DeepSeek V4 Flash · budget prompt · soft negative
“some users report it's *too Prescriptive* about incident processes” DeepSeek V4 Flash · negative prompt · soft negative
“incident.io or FireHydrant are both solid starting points that won't cost you anything until you're ready to pay.” Claude Haiku 4.5 · budget prompt · first choice
“Choose Incident.io / Rootly / FireHydrant if you are an engineering-first culture” Qwen 3.7 Flash · scale prompt · first choice
“Strong automation and Slack integration, but less comprehensive than incident.io for end-to-end management.” Mistral Small · comparative 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.