Three of fourteen models named Rollbar first on the direct prompt; zero named GlitchTip. Rollbar was named by fourteen of the fourteen models and GlitchTip by eleven and Rollbar carries 56 labels and GlitchTip 23, so the shares are not directly comparable.
Named in one category 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 error and crash monitoring page.
Across every category in the October 2026 Edition, Rollbar and GlitchTip were named in the same answer fifty times, of the 172 answers naming Rollbar and the 67 naming GlitchTip. In those answers GlitchTip took the first choice two times and Rollbar 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 4.20 | ||||||
| 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 |
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.
“Similar event-based pricing; free tiers cap at 5K... Custom pricing for high use makes forecasting hard.” Grok 4.20 · negative prompt · soft negative
“Rollbar if you have strict retention requirements, unless you verify the plan's retention settings.” GPT-6 Luna · negative prompt · soft negative
“Caution: Noise, grouping issues, & API instability” DeepSeek V4 Flash · negative prompt · soft negative
“If you prioritize developer velocity and automated fixing/ticketing without building custom workflows yourself, choose Rollbar.” Qwen 3.7 Flash · scale prompt · first choice
“the best error monitoring tools are generally considered to be Rollbar and Scout Monitoring” Mistral Small · direct prompt · first choice
“"the best error monitoring tools for a mid-market B2B company are Rollbar and Scout Monitoring"” Muse Glimmer 30B · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“save money on licensing but require significant engineering hours to maintain” Qwen 3.7 Flash · negative prompt · soft negative
“Self-hosted options, such as GlitchTip, if nobody will own operations.” GPT-6 Luna · negative prompt · soft negative
“Safer Alternatives to Consider - GlitchTip/Bugsink: Open-source, Sentry-compatible, self-hostable” Kimi K2 · negative prompt · first choice
“choose GlitchTip for the tightest budget” GPT-5.4 mini · budget prompt · first choice
“Option A: GlitchTip (The Balanced Choice)... Teams that want Sentry-like capabilities on a shoestring budget” Gemini 3.5 Flash · budget 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.