incident.io vs Grafana IRM
Six of fourteen models named incident.io first on the direct prompt; zero named Grafana IRM. incident.io was named by fourteen of the fourteen models and Grafana IRM by ten and incident.io carries 57 labels and Grafana IRM 22, so the shares are not directly comparable.
Named in two categories this edition.
Named in one category 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 modelsGrafana IRM
Across every category in the October 2026 Edition, incident.io and Grafana IRM were named in the same answer thirty-three times, of the 176 answers naming incident.io and the 43 naming Grafana IRM. In those answers Grafana IRM took the first choice two times and incident.io sixteen.
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 4.1 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 | | | | |
incident.io Grafana IRM first choice named as an alternative argued againstblank: not namedEach cell is one answer, incident.io on the left and Grafana IRM on the right.The direct prompt
incident.io first, Grafana IRM not the choice
6 of 14 modelsGrafana IRM was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
3 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.io35%#1 of 13Grafana IRM0%#10 of 13incident.io32%#1 of 11Grafana IRM7%#5 of 11incident.io18%#2 of 9Grafana IRM0%#– of 9What the models said about incident.io
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“missing features in incident.io, particularly in reporting capabilities and SLA tracking” Claude Haiku 4.5 · negative prompt · soft negative
“if your teams don't want incident workflows tied to Slack or Microsoft Teams” GPT-6 Luna · negative prompt · soft negative
“Pricing surprises: Costs spike sharply after small-team thresholds” Qwen 3.7 Flash · negative prompt · soft negative
“Small team ≤5-10 responders and wants zero cost: incident.io free, FireHydrant free up to 10 responders, Better Stack free, or Opsgenie free up to 5 users.” Muse Glimmer 30B · budget prompt · first choice
“Choose incident.io if your team is Slack-centric and values speed of implementation, modern UX, and transparent all-in-one pricing.” Kimi K2 · direct prompt · first choice
“Highly recommended for mid-market/scale-up companies. It is highly polished, opinionated, runs seamlessly inside Slack/Teams” Gemini 3.5 Flash · scale prompt · first choice
What the models said about Grafana IRM
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Avoid Grafana OnCall Open Source” Gemini 3.5 Flash · paraphrase prompt · hard negative
“open-source version entered maintenance mode in March 2025 and is being replaced by Grafana Cloud IRM” Muse Glimmer 30B · paraphrase prompt · soft negative
“be cautious if you're not already committed to that observability ecosystem” GPT-5.4 mini · negative prompt · soft negative
“start with Grafana OnCall if you're already in the Grafana ecosystem” Kimi K2 · budget prompt · first choice
“the pragmatic pick is Squadcast or Grafana Cloud IRM for cost control” Muse Glimmer 30B · paraphrase prompt · first choice
“🏆 Top Pick: Grafana OnCall (Free / Open Source)” DeepSeek V4 Flash · budget prompt · first choice
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.