Incident management and on-call · November 2026 Edition
incident.io vs Better Stack
Eleven of fourteen models named incident.io first on the direct prompt; zero named Better Stack. incident.io was named by fourteen of the fourteen models and Better Stack by ten and incident.io carries 66 labels and Better Stack 20, so the shares are not directly comparable.
Named in one category this edition.
Named in eight categories this edition.
First-choice share47%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate3%5%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#6A position in a field of 13; printed, not drawn.
Labels6620A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, incident.io reading right to left. Rank and label count are printed, not drawn.PagerDuty was named alongside these two in ten of the fourteen direct answers. incident.io vs PagerDuty · incident.io vs Rootly · incident.io vs FireHydrant
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
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
incident.ioFirst choices, of fourteen modelsBetter Stack
Direct110
Paraphrase60
Comparative50
Budget-constrained82
Scale-constrained201 against Better Stack
Negative302 against incident.io
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where incident.io and Better Stack stood in it.
| 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 Better Stack first choice named as an alternative argued againstblank: not namedEach cell is one answer, incident.io on the left and Better Stack on the right.The direct prompt
The plain question, one answer per model, grouped by where incident.io and Better Stack stood in it.
incident.io first, Better Stack not the choice
11 of 14 modelsBetter Stack was named in the answer but not as the choice, or not at all.Gemini 3.5 Flashincident.io alternatives: FireHydrant, Jira Service Management, Rootly
Grok 4.20Rootly, incident.io alternatives: Freshservice, Jira Service Management, PagerDuty
Mistral Smallincident.io
DeepSeek V4 Flashincident.io alternatives: FireHydrant, PagerDuty, Rootly, Squadcast
Llama 4 Maverickincident.io alternatives: Freshservice, PagerDuty, Squadcast
Qwen 3.7 Flashincident.io alternatives: Opsgenie, PagerDuty
Kimi K2incident.io alternatives: FireHydrant, PagerDuty, Rootly
GLM 4.7 FlashXincident.io alternatives: Jira Service Management, PagerDuty, ServiceNow ITSM
MiniMax M2.5incident.io alternatives: FireHydrant, Rootly
GPT-6 Lunaincident.io alternatives: PagerDuty, Rootly
Muse Glimmer 30Bincident.io alternatives: All Quiet, FireHydrant, OnPage, PagerDuty, Rootly, SolarWinds IT Incident Response, formerly Squadcast, Zenduty
Neither was the first choice, one was named
1 of 14 modelsThe answer put something else first and named one of the two as an alternative.Perplexity SonarPagerDuty alternatives: Better Stack, Freshservice, Jira Service Management, Squadcast, incident.io
Neither was named
2 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5Zenduty alternatives: Freshservice, Jira Service Management, Rootly, Squadcast
GPT-5.4 miniPagerDuty alternatives: FireHydrant, Jira Service Management, Rootly, xMatters
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
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
incident.io leads by twenty-eight points.
incident.io39%#1 of 14Better Stack11%#3 of 14Mid-marketThe figures above
incident.io leads by forty-four points.
incident.io47%#1 of 13Better Stack4%#6 of 13Enterprise
incident.io leads by eighteen points.
incident.io18%#2 of 12Better Stack0%#– 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 Better Stack
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
Also compared
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.