Zero of fourteen models named Grafana IRM first on the direct prompt; zero named Opsgenie. Grafana IRM was named by ten of the fourteen models and Opsgenie by fourteen and Grafana IRM carries 22 labels and Opsgenie 50, so the shares are not directly comparable.
Named in one category this edition.
Named in four 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, Grafana IRM and Opsgenie were named in the same answer thirty-four times, of the 43 answers naming Grafana IRM and the 153 naming Opsgenie. In those answers Opsgenie took the first choice five times and Grafana IRM two.
| 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 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Do not buy standalone Opsgenie right now unless you are fully committing to migrating to the broader, consolidated Jira Service Management (JSM) ecosystem.” Gemini 3.5 Flash · scale prompt · hard negative
“Opsgenie's wind-down reshaped the 2026 market, with end of support set for April 5, 2027, so organizations using that platform should plan a migration.” Claude Haiku 4.5 · comparative prompt · hard negative
“Opsgenie is sunsetting: Atlassian stopped selling Opsgenie to new customers in June 2025, with end-of-support scheduled for April 2027.” Gemini 3.5 Flash · direct prompt · hard negative
“PagerDuty or Opsgenie are the top choices due to their flexibility, strong feature sets, and broad integrations” Mistral Small · paraphrase prompt · first choice
“I'd recommend Opsgenie (now integrated into Atlassian Jira Service Management) as a strong starting point.” Grok 4.1 Fast · paraphrase prompt · first choice
“For a mid-sized B2B company, Opsgenie often offers the best balance of features and cost” Claude Haiku 4.5 · paraphrase 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.