# Error and crash monitoring for enterprise 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 an enterprise B2B company. Page: https://it-ai-index.com/developer/error-and-crash-monitoring/enterprise/

**Standing:** Sentry leads with 62% of first choices; verdict clear leader. 45 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | Sentry | 62% | 21% | 67 |
| 2 | Datadog | 11% | 35% | 49 |
| 3 | Rollbar | 7% | 12% | 48 |
| 4 | Bugsnag | 4% | 21% | 39 |
| 5 | New Relic | 4% | 31% | 36 |
| 6 | Honeybadger | 4% | 33% | 12 |
| 7 | Datadog Error Tracking | 2% | 17% | 12 |
| 8 | Raygun | 0% | 31% | 16 |

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

- Claude Haiku 4.5: no first choice
- GPT-5.4 mini: Sentry; alternatives Bugsnag, Datadog, Rollbar
- Gemini 3.5 Flash: Sentry; alternatives Bugsnag, LogRocket
- Perplexity Sonar: Sentry; alternatives Datadog, Honeybadger, Rollbar
- Grok 4.1 Fast: Datadog, New Relic; alternatives Dynatrace, Sentry
- Mistral Small: Sentry; alternatives Datadog, LogRocket, Rollbar
- DeepSeek V4 Flash: Sentry; alternatives Datadog, New Relic, Rollbar
- Llama 4 Maverick: Sentry; alternatives Rollbar, Scout Monitoring
- Qwen 3.7 Flash: Sentry; alternatives Datadog, Honeycomb, Splunk
- Kimi K2: Datadog, Sentry; alternatives Honeybadger, New Relic
- GLM 4.7 FlashX: Sentry; alternatives Bugsnag, Datadog, Rollbar
- MiniMax M2.5: Datadog, Rollbar; alternatives New Relic, Sentry

## 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: 38 answers, 50 citations
- rollbar.com: 34 answers, 49 citations
- guideflow.com: 24 answers, 24 citations
- cubeapm.com: 21 answers, 31 citations
- worldmetrics.org: 21 answers, 30 citations
- sentry.io: 21 answers, 29 citations
- raygun.com: 21 answers, 28 citations
- betterstack.com: 18 answers, 23 citations

Pages named in the most answers:

- https://scoutapm.com/blog/best-error-monitoring-tools (34 answers)
- https://rollbar.com/blog/best-error-monitoring-tools (26 answers)
- https://guideflow.com/blog/error-monitoring-software (23 answers)
- https://raygun.com/blog/best-error-monitoring-tools (19 answers)
- https://inventivehq.com/blog/best-error-tracking-tools-sentry-alternatives (18 answers)
- https://worldmetrics.org/best/error-monitoring-software (17 answers)
- https://saucelabs.com/resources/blog/the-best-error-reporting-and-crash-monitoring-tools-of-2026 (16 answers)
- https://apistatuscheck.com/blog/best-error-tracking-tools-2026 (13 answers)
- https://apptension.com/guides/best-saas-error-monitoring-and-observability-tools-sentry-vs-datadog-vs-new-relic (13 answers)
- https://flatlogic.com/blog/10-best-error-monitoring-and-error-tracking-tools (13 answers)

## Warned against

- Datadog: 17 of 49 labels negative. "Tools to Avoid for Predictable Costs | Datadog | Per-host pricing... becomes unpredictable at scale" (Kimi K2, budget prompt)
- Sentry: 14 of 67 labels negative. "Tools to Avoid or Be Highly Cautious With:
1. Sentry... can lead to unpredictable and skyrocketing costs" (Grok 4.1 Fast, negative prompt)
- New Relic: 11 of 36 labels negative. "Platforms like *New Relic* charge a premium per "Full Platform User"... you would pay up to $1.2 million annually just for user licenses" (Gemini 3.5 Flash, budget prompt)
- Bugsnag: 8 of 39 labels negative. "limited scalability for enterprise needs... Best avoided if: You need end-to-end visibility" (Grok 4.1 Fast, 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.