AI Employee · Software Engineering & Exception Triage

Meet Your AI Error & Bug Triage Specialist
That Never Clocks Out

Stop drowning in thousands of noisy Sentry alerts. Connect Sentry, Bugsnag, Datadog Error Tracking, and GitHub — it clusters duplicate unhandled exceptions, pinpoints the introducing commit, writes reproduction unit tests, and submits automated hotfix PRs 24/7.

Hire Your AI Error Triage Specialist Book a Sentry / GitHub Demo
ET
RhinoAgents AI Error & Bug Triage Specialist
Online · Monitoring 14 Sentry Projects & GitHub Repos
SENTRY ALERT
"Unhandled Exception: TypeError: Cannot read properties of undefined (reading 'tier_pricing') in CheckoutModal.tsx:84 (840 events in last 10m)."
ET
Investigating Sentry Issue #FRONTEND-982 across git history in web-app/src/components/CheckoutModal.tsx…
Culprit Commit #38a9d1 Isolated Jest Regression Test Written GitHub PR #419 Created
ET
Error Triaged & Hotfix PR Ready in 26 seconds:
• Root Cause: PR #412 assumed organization.subscription is always defined, throwing a TypeError for trial users without an active subscription object.
• Culprit Author: Sarah Jenkins (Commit #38a9d1 merged 40 minutes ago).
• Fix Applied: Added optional chaining (subscription?.tier_pricing ?? DEFAULT_PRICING) and defensive fallback.
• Pull Request: Opened fix/checkout-trial-user-pricing-fallback (PR #419) — all Jest & Playwright tests passing.
Review PR #419 on GitHub 1-Click Approve & Merge Silence Sentry Duplicate Alerts
Zero Backlog Fatigue

An Autonomous Software Engineer, Not Just an Inbox

Standard error trackers like Sentry and Bugsnag just blast alerts to Slack channels—engineers still have to download stack traces, find the culprit commit, write test cases, and create PRs. Your AI Error Triage Specialist writes the code fix and opens the PR for you.

Automated Tested Hotfix PRs

Drafts the code fix, synthesizes unit tests, and opens a GitHub/GitLab PR ready for human approval.

95% Exception Alert Deduplication

Clusters cascading frontend and backend error storms into a single actionable issue in Linear or Jira.

Manual Error Triage vs. AI Error & Bug Triage Specialist
❌ Manual Error Triage
✅ AI Error Triage Specialist
8 to 12 hours/week spent wading through Sentry alerts
<30 seconds automated triage and commit isolate
Unreproducible bugs bounce between QA and dev for days
Automated deterministic Jest/PyTest reproduction scripts
Repetitive TypeError & Null checks manually coded
Tested defensive hotfix PRs generated automatically
Linear and Jira tickets created manually with missing logs
Instant Jira/Linear ticket sync with full stack context
Alert fatigue causes critical customer outages to be missed
Severity-scored alerts routed to the exact PR author
Setup in 15 Minutes

Connected to Your Repos & Error Trackers in 4 Steps

Link your Sentry workspace, GitHub repositories, and issue trackers with zero DevOps overhead.

1
Connect Sentry / Bugsnag
Link Sentry, Bugsnag, Datadog Error Tracking, or Rollbar via webhook API integration.
Sentry Sync
2
Attach GitHub / GitLab
Grant repository read and PR creation permissions for your frontend and backend codebases.
Repo Access
3
Link Jira / Linear
Connect project boards for automated bug ticket filing and priority assignment.
Issue Tracker
4
Automate Hotfixes
AI clusters errors, isolates culprit commits, writes reproduction tests, and submits PRs 24/7.
Auto PRs
Live Dialogues

See Exactly How It Triages & Fixes Production Bugs

Explore real interactions across unhandled frontend exceptions, backend database null pointer exceptions, and automated GitHub PR creation.

ET
AI Error & Bug Triage Specialist • Live GitHub & Sentry Sync
DEV LEAD
"Sentry just fired 1,200 events for TypeError: user.address.zipCode is undefined on the Billing page."
ET
Bug Diagnosis & Hotfix PR #481 Created:
• Regression Origin: Commit #7a1b92 by @alexm merged 2 hours ago.
• Root Cause: International accounts do not contain a zipCode property in Stripe customer metadata.
• Fix: Refactored to user.address?.zipCode ?? user.address?.postalCode ?? ''.
• Verification: Added Jest unit test BillingForm.test.tsx with international address mock payload. PR opened on GitHub.
DEV LEAD
"Investigate Python KeyError: 'customer_id' in Stripe webhook consumer."
ET
Backend Webhook Triage Complete:
• File: api/webhooks/stripe_handler.py:112.
• Bug: Direct dictionary access payload['data']['object']['customer_id'] failed for Stripe Invoice Deleted events where the key is named customer.
• Fix Applied: Used event.get('customer') or event.get('customer_id').
• Action: Created Linear ticket ENG-3920 and opened PR #284.
MOBILE LEAD
"Bugsnag is reporting 400 iOS crashes on app launch for build v4.8.2."
ET
iOS Crash Cluster Isolated:
• Crash Type: Fatal error: Unexpectedly found nil while unwrapping an Optional value in SessionManager.swift:42.
• Cause: Keychain migration failed for users upgrading directly from v4.5.0.
• Fix: Replaced force unwrap ! with guard let sessionToken = Keychain.get() else { resetSession(); return }.
• PR: Opened Swift hotfix branch hotfix/v4.8.3-keychain-nil-guard.
You
Silence noisy browser extension errors spamming our Sentry production dashboard.
ET
✅ Identified 14,000 daily error events caused by third-party Chrome extensions (LastPass, Grammarly, AdBlock).
✅ Configured inbound Sentry filter regex for chrome-extension:// and safari-extension://.
✅ Reduced Sentry noise by 74% and saved 4 hours/week of developer triage time.
Enterprise Feature Mapping

Every Bug Triage Workflow. Powered by RhinoAgents.

Your AI Error & Bug Triage Specialist is powered by our enterprise control plane and autonomous software debugging runtime.

Engineering Bottleneck
Developers waste 10+ hours a week investigating Sentry alert floods instead of building features.
Intelligent Error Clustering
Merges duplicate stack traces and cascading error storms into single prioritized engineering tickets.
95%
reduction in Sentry noise and alert spam for developers
Engineering Bottleneck
Tracing which pull request introduced a regression takes hours of git blaming and context switching.
Culprit Commit Radar
Traces release symbol maps and Git blame to identify the exact author and PR within seconds.
<30s
time to pinpoint regression commit and responsible author
Engineering Bottleneck
Simple null pointer exceptions sit in backlogs for weeks before someone writes a 2-line fix.
Automated Tested Hotfix PRs
Writes defensive code fixes with regression unit tests and submits ready-to-merge GitHub PRs.
80%
of standard runtime exception hotfixes drafted automatically
Full Capability Set

Everything an Error Triage Engineer Does. Automated.

From exception ingestion to automated unit test generation and GitHub Pull Request submission, your AI employee covers the entire bug triage lifecycle.

Semantic Exception Clustering
Deduplicates noisy cascading stack traces across web, mobile, and backend microservices into single root-cause issues.
Sentry DedupeBugsnagRollbar
Culprit Commit & PR Blame
Combines stack trace sourcemaps and Git history to pinpoint the exact commit SHA and author that introduced the error.
Git BlameSourcemapsRelease Diffs
Reproduction Test Synthesis
Automatically generates deterministic Jest, PyTest, Go test, or Playwright scripts using the exact failing user payload.
Jest TestsPyTestDeterministic Repro
Automated GitHub Hotfix PRs
Writes defensive code fixes (optional chaining, type guards, fallback fallthroughs) and opens draft PRs in GitHub or GitLab.
GitHub PRGitLab MergeTested Fix
Jira & Linear Ticket Sync
Creates prioritized bug tickets with stack traces, breadcrumbs, user impact counts, and suggested engineering assignments.
Linear SyncJira SoftwareSeverity Scoring
Inbound Noise Suppression
Filters out browser extensions, crawler bot 404s, and known third-party API deprecations to keep dashboards clean.
Noise FilterBot ScrubClean Inbox
Human-in-the-Loop

Full Speed. Full Code Governance.

Your AI Error Triage Specialist drafts hotfix code and writes tests autonomously, but requires human engineer code review and CI approval before anything merges to production.

1

Exception Triaged & PR Drafted

Stack trace parsed, culprit commit blamed, and defensive code fix committed to a new branch.

2

CI Unit Tests Verified

GitHub Actions runs automated test suites to ensure the patch introduces zero side effects.

3

1-Click Developer Merge

Assigned code owner receives a Slack briefing with diff review and clicks Approve & Merge.

Slack Notification • #engineering-hotfixes
🚀 Hotfix Ready for Review (PR #419):
• Error: TypeError: Cannot read properties of undefined in CheckoutModal.tsx
• Impact: 840 users impacted (Billing checkout flow)
• Status: CI Passed (14/14 tests passing) | Author: Sarah Jenkins
Integrations

Connects to Your Entire Dev & Error Stack

Native 2-way connectors for error monitoring platforms, source control repositories, issue trackers, and team chat.

Sentry Bugsnag Datadog Error Tracking Rollbar GitHub GitLab Linear Jira Software Slack & Teams
Real-Time Observability

Complete Bug Triage & Hotfix Velocity Visibility

Track average bug triage cycle times, automated PR merge rates, unhandled exception volume reduction, and developer hours saved in real time.

AI Error & Bug Triage Velocity Dashboard
<28 sec
Average Bug Triage Time
91.4%
Hotfix PR Acceptance Rate
14.2 hrs
Dev Hours Saved / Week
Enterprise Security

Zero-Trust Code Privacy & Repository Protection

Built with SOC 2 Type II controls, AES-256 encryption, and zero public model training on proprietary source code.

Zero Code Retention
Your private source code is never stored persistently or used to train public language models.
SOC 2 Type II Certified
Strict security controls ensure your proprietary software logic and bug reports remain confidential.
Scoped Branch Permissions
Operates strictly on dedicated fix/ branch PRs with zero direct push access to main or production branches.
Frequently Asked Questions

Everything Engineering Leaders Need to Know

Clear answers on Sentry webhooks, GitHub PR permissions, reproduction tests, and code safety.

Does the AI merge code into production directly?
No. The AI operates strictly on a draft Pull Request model. It opens a clean PR against a dedicated branch with tests and diff explanations. Your human engineering team reviews, approves, and merges the PR through your existing CI/CD review workflow.
How does it generate reproduction unit tests?
It extracts the sanitized breadcrumbs and payload variables from the Sentry/Bugsnag exception event and creates a test case (Jest, PyTest, Go test) that reproduces the failure state before applying the defensive code fix.
Which languages and frameworks are supported?
Supports all major frontend and backend environments: TypeScript/JavaScript (React, Next.js, Vue, Node.js), Python (Django, FastAPI, Flask), Go, Ruby on Rails, Java/Kotlin, Swift (iOS), and Rust.
How long does integration take?
Connecting your Sentry or Bugsnag organization and installing our GitHub/GitLab app takes under 15 minutes.
Eliminate Bug Backlogs

Deploy Your AI Error & Bug Triage Specialist

Connect Sentry and GitHub in 15 minutes to achieve automated exception triage and tested hotfix PRs 24/7.

Deploy AI Error Triage Specialist Schedule Sentry Demo