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

Gane Index, October 2026 Edition. Asked as "error monitoring tool" and as "application error and crash reporting service", six framings each, to fourteen models with search on, on behalf of a small B2B company. Page: https://www.gane.ai/index/it/developer/error-and-crash-monitoring/2026-10/smb

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since. The current standing: https://www.gane.ai/index/it/developer/error-and-crash-monitoring/smb/index.md

**Standing:** Sentry leads with 69% of first choices; verdict clear leader. 54 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Sentry](https://www.gane.ai/index/it/vendors/sentry/index.md) | 69% | 14% | 76 |
| 2 | [Honeybadger](https://www.gane.ai/index/it/vendors/honeybadger/index.md) | 20% | 2% | 50 |
| 3 | [Bugsnag](https://www.gane.ai/index/it/vendors/bugsnag/index.md) | 4% | 14% | 49 |
| 4 | [GlitchTip](https://www.gane.ai/index/it/vendors/glitchtip/index.md) | 4% | 3% | 33 |
| 5 | [Rollbar](https://www.gane.ai/index/it/vendors/rollbar/index.md) | 2% | 10% | 58 |
| 7 | [PostHog](https://www.gane.ai/index/it/vendors/posthog/index.md) | 0% | 8% | 12 |
| 8 | [Airbrake](https://www.gane.ai/index/it/vendors/airbrake/index.md) | 0% | 8% | 12 |
| 13 | [LogRocket](https://www.gane.ai/index/it/vendors/logrocket/index.md) | 0% | 18% | 11 |
| 15 | [Raygun](https://www.gane.ai/index/it/vendors/raygun/index.md) | 0% | 42% | 12 |
| 35 | [New Relic Errors Inbox](https://www.gane.ai/index/it/vendors/new-relic-errors-inbox/index.md) | 0% | 93% | 14 |
| 36 | [Datadog Error Tracking](https://www.gane.ai/index/it/vendors/datadog-error-tracking/index.md) | 0% | 79% | 24 |

Rank is by share of first choices among all 36 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

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

- Claude Haiku 4.5: no first choice
- GPT-5.4 mini: Sentry; alternatives Bugsnag, Rollbar
- Gemini 3.5 Flash: Sentry; alternatives GlitchTip, Highlight.io, Honeybadger
- Perplexity Sonar: Honeybadger; alternatives Better Stack, GlitchTip, Sentry
- Grok 4.20: Sentry; alternatives GlitchTip, Honeybadger
- Mistral Small: Honeybadger; alternatives Better Stack, Sentry
- DeepSeek V4 Flash: Sentry; alternatives Rollbar
- Llama 4 Maverick: Honeybadger
- Qwen 3.7 Flash: Honeybadger, Sentry; alternatives Bugsnag
- Kimi K2: Sentry; alternatives Bugsnag, GlitchTip, Honeybadger, Rollbar
- GLM 4.7 FlashX: Sentry; alternatives Bugsnag, Honeybadger, PostHog, Rollbar
- MiniMax M2.5: Rollbar, Sentry; alternatives Bugsnag
- GPT-6 Luna: Sentry; alternatives Honeybadger
- Muse Glimmer 30B: Honeybadger; alternatives Raygun, Sentry

## Sources the answers cite

75 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- ones.com: 53 answers, 108 citations
- dupple.com: 45 answers, 55 citations
- toolradar.com: 29 answers, 33 citations
- sentry.io: 26 answers, 27 citations
- guideflow.com: 26 answers, 26 citations
- rollbar.com: 22 answers, 34 citations
- zipdo.co: 22 answers, 25 citations
- scoutapm.com: 17 answers, 18 citations

Pages named in the most answers:

- https://dupple.com/learn/best-error-tracking-software (44 answers)
- https://ones.com/blog/8-best-error-tracking-tools-to-catch-bugs-before-users-do (39 answers)
- https://ones.com/blog/error-reporting-software-comparison-8-tools-worth-trying (37 answers)
- https://guideflow.com/blog/error-monitoring-software (26 answers)
- https://toolradar.com/guides/best-error-tracking-software (25 answers)
- https://ones.com/blog/which-error-tracking-software-fits-your-stack-6-best-options (17 answers)
- https://sentry.io/pricing (16 answers)
- https://debugg.ai/resources/best-error-monitoring-tools-2024 (14 answers)
- https://flatlogic.com/blog/10-best-error-monitoring-and-error-tracking-tools (14 answers)
- https://ones.com/blog/top-9-error-tracking-tools-that-catch-bugs-before-users-do (14 answers)

## Warned against

- Datadog Error Tracking: 19 of 24 labels negative. "Avoid Datadog, New Relic, Dynatrace, Elastic Stack (ELK), Splunk, and other heavy, all‑in‑one observability platforms" (GLM 4.7 FlashX, negative prompt)
- New Relic Errors Inbox: 13 of 14 labels negative. "you should avoid or be highly cautious of the following categories ... Enterprise Observability & APM Suites (e.g., Datadog, New Relic, Dynatrace)" (Muse Glimmer 30B, negative prompt)
- Dynatrace: 9 of 9 labels negative. "Avoid full-stack observability platforms ... Examples: Datadog, Dynatrace, AppDynamics, New Relic (full suite)." (Qwen 3.7 Flash, negative prompt)
- Sentry: 11 of 76 labels negative. "self-hosting Sentry requires heavy infrastructure (Kafka, ZooKeeper, multiple databases) and at least 4–8 GB of RAM, which is expensive and complex for a small team" (Gemini 3.5 Flash, budget prompt)

## Movement since September 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Sentry at 67%.

- Sentry: 79% to 67%, −12. Cleared the floor by 1 point · rank 1 of 36, unchanged.
- Honeybadger: 14% to 20%, +6. Inside the floor by 5 points · rank 2 of 36, unchanged.
- Bugsnag: 0% to 4%, +4. Inside the floor by 7 points · rank 5 → 3 of 36.
- GlitchTip: 5% to 4%, −1. Inside the floor by 10 points · rank 3 → 4 of 36.
- Rollbar: 2% to 2%, ±0. Inside the floor by 11 points · rank 4 → 5 of 36.
- PostHog: 0% to 0%, ±0. Inside the floor by 11 points · rank 7 of 36, unchanged.
- Airbrake: 0% to 0%, ±0. Inside the floor by 11 points · rank 6 → 8 of 36.
- LogRocket: 0% to 0%, ±0. Inside the floor by 11 points · rank 13 → 14 of 36.
- Raygun: 0% to 0%, ±0. Inside the floor by 11 points · rank 9 → 23 of 36.
- New Relic Errors Inbox: 0% to 0%, ±0. Inside the floor by 11 points · rank 35 of 36, unchanged.
- Datadog Error Tracking: 0% to 0%, ±0. Inside the floor by 11 points · rank 36 of 36, unchanged.

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, October 2026 Edition, www.gane.ai/index/it.