Twelve of fourteen models named Sentry first on the direct prompt; zero named GlitchTip. Sentry was named by fourteen of the fourteen models and GlitchTip by eleven and Sentry carries 78 labels and GlitchTip 20, so the shares are not directly comparable.
Named in seven 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 error and crash monitoring page.
Across every category in the November 2026 Edition, Sentry and GlitchTip were named in the same answer fifty-five times, of the 318 answers naming Sentry and the 58 naming GlitchTip. In those answers GlitchTip took the first choice four times and Sentry thirty-six.
| 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 eight in this category shown.
“Research by Wallarm demonstrated how services like Sentry and Datadog could be manipulated through UI integration to capture sensitive information” MiniMax M2.5 · negative prompt · soft negative
“commonly used and feature-rich, but its breadcrumbs/session context and broad observability integrations can collect a lot of surrounding activity” GPT-5.4 mini · negative prompt · soft negative
“Sentry, Rollbar, and Bugsnag can be strong error trackers, but a dedicated error tool may not replace infrastructure metrics” Perplexity Sonar · negative prompt · soft negative
“The best tools (like Sentry or Rollbar) hash cookies automatically so the vendor never sees user IDs... Often, companies buy an APM platform for management metrics but use Sentry/Rollbar specifically for fixing bugs.” Qwen 3.7 Flash · scale prompt · first choice
“Sentry: Excellent for full-stack (deep language support, session replays, AI features). Generous free tier, scales well... Often a top pick for dev teams.” Grok 4.20 · scale prompt · first choice
“Top Overall Recommendation: Sentry ... the de facto standard for software teams, offering the best overall developer experience and stack coverage.” Gemini 3.5 Flash · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Best value for a small company: hosted GlitchTip. Its Small plan is $15/month for up to 100,000 events” GPT-6 Luna · budget prompt · first choice
“Open-source, self-hostable fork of Sentry; lighter, simpler, and privacy-friendly.” DeepSeek V4 Flash · negative prompt · first choice
“Choose GlitchTip (for low costs and unlimited seats)” Gemini 3.5 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.