# Error and crash monitoring for small business buyers: what AI models recommend, September 2026

IT AI Recommendation Index, September 2026 Edition. Asked as "error monitoring tool" and as "application error and crash reporting service", six framings each, to twelve models with search on, on behalf of a small B2B company. Page: https://it-ai-index.com/developer/error-and-crash-monitoring/smb/

**Standing:** Sentry leads with 79% of first choices; verdict clear leader. 42 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | Sentry | 79% | 9% | 68 |
| 2 | Honeybadger | 14% | 0% | 42 |
| 3 | GlitchTip | 5% | 0% | 24 |
| 4 | Rollbar | 2% | 4% | 48 |
| 5 | Bugsnag | 0% | 10% | 42 |
| 6 | Airbrake | 0% | 12% | 16 |
| 7 | Raygun | 0% | 20% | 10 |
| 8 | LogRocket | 0% | 25% | 12 |
| 9 | New Relic | 0% | 85% | 13 |
| 10 | Datadog | 0% | 74% | 19 |

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: Sentry
- GPT-5.4 mini: Honeybadger; alternatives Rollbar, Sentry
- Gemini 3.5 Flash: Sentry; alternatives GlitchTip, Highlight.io, Honeybadger, LogRocket
- Perplexity Sonar: Sentry; alternatives Better Stack, Honeybadger
- Grok 4.1 Fast: Sentry; alternatives Bugsnag, Honeybadger, Rollbar
- Mistral Small: Honeybadger; alternatives Airbrake, Sentry
- DeepSeek V4 Flash: Sentry; alternatives Rollbar
- Llama 4 Maverick: Honeybadger
- Qwen 3.7 Flash: Sentry; alternatives Better Stack, Honeybadger, Rollbar
- Kimi K2: Sentry; alternatives Honeybadger, Rollbar
- GLM 4.7 FlashX: Sentry; alternatives Bugsnag, Honeybadger, Rollbar
- MiniMax M2.5: Sentry; alternatives Airbrake, Rollbar

## Sources the answers cite

63 of 72 answers came back with a source list, from 12 of 12 models. Sites named in the most answers:

- scoutapm.com: 34 answers, 38 citations
- rollbar.com: 28 answers, 45 citations
- ones.com: 24 answers, 29 citations
- worldmetrics.org: 23 answers, 24 citations
- observeone.com: 23 answers, 23 citations
- raygun.com: 20 answers, 21 citations
- apistatuscheck.com: 18 answers, 18 citations
- monoscope.tech: 17 answers, 17 citations

Pages named in the most answers:

- https://scoutapm.com/blog/best-error-monitoring-tools (32 answers)
- https://rollbar.com/blog/best-error-monitoring-tools (24 answers)
- https://observeone.com/best/error-monitoring-tools (23 answers)
- https://ones.com/blog/error-reporting-software-comparison-8-tools-worth-trying (23 answers)
- https://worldmetrics.org/best/error-monitoring-software (21 answers)
- https://raygun.com/blog/best-error-monitoring-tools (19 answers)
- https://apistatuscheck.com/blog/best-error-tracking-tools-2026 (18 answers)
- https://monoscope.tech/blog/error-monitoring-tools-for-small-businesses-under-budget (16 answers)
- https://radartrek.com/error-monitoring (16 answers)
- https://guideflow.com/blog/error-monitoring-software (15 answers)

## Warned against

- Datadog: 14 of 19 labels negative. "you should avoid or be highly cautious of the following categories ... Enterprise Observability & APM Suites (e.g., Datadog, New Relic, Dynatrace)" (Gemini 3.5 Flash, negative prompt)
- New Relic: 11 of 13 labels negative. "small businesses should be cautious about or avoid the following error monitoring tools:

1. New Relic – Its error monitoring and triaging system is often criticized as not being user-friendly" (Mistral Small, negative prompt)
- Sentry: 6 of 68 labels negative. "Why avoid: Event-based pricing can become expensive quickly once you exceed free tiers" (MiniMax M2.5, negative prompt)
- Bugsnag: 4 of 42 labels negative. "Tools with Opaque, Sales-Driven Pricing (e.g., Bugsnag, Rollbar)" (Gemini 3.5 Flash, negative prompt)

## Record

- Method: https://it-ai-index.com/methodology/
- Raw judge labels and full responses: https://it-ai-index.com/data/
- License: CC BY 4.0. Cite as IT AI Recommendation Index, September 2026 Edition, it-ai-index.com.