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 76 labels and GlitchTip 23, so the shares are not directly comparable.
Named in six 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 October 2026 Edition, Sentry and GlitchTip were named in the same answer sixty-six times, of the 303 answers naming Sentry and the 67 naming GlitchTip. In those answers GlitchTip took the first choice five times and Sentry forty-four.
| 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.
“Recent CVE tracking shows active issues in the Sentry stack... That is not a reason to avoid Sentry, but it illustrates why patch velocity... are listed as evaluation criteria” Muse Glimmer 30B · negative prompt · soft negative
“Sentry, for example, offers configurable scrubbing, but you need to verify the settings and test what actually gets removed” GPT-6 Luna · negative prompt · soft negative
“you should exercise extreme caution if you plan on self-hosting it... massive, distributed microservices stack” Gemini 3.5 Flash · negative prompt · soft negative
“Sentry: The market leader. Incredibly rich features, massive integration ecosystem, open-source roots (with a self-hosted option), and strong session replay” Gemini 3.5 Flash · scale prompt · first choice
“Sentry | Overall Gold Standard (Full-Stack & Observability) | Unrivaled SDK support, native Session Replay, and robust security posture.” Gemini 3.5 Flash · paraphrase prompt · first choice
“Sentry remains the default all-around choice for most SaaS product teams and is the market leader for developer-first error tracking” 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.