AppTron
Built AppTron — an autonomous app monitoring agent that detects regressions, triages issues, and assigns them to the right engineer before users notice.
Triage Speedup
P0 Escapes
Monitoring Coverage
The Challenge
In fintech systems, high-priority (P0) incidents such as transaction failures can cause immense financial and reputational damage. The manual incident resolution cycle took too long: detecting, triaging, and routing bugs to the correct developer often took hours.
Our Solution
We designed AppTron, an AI-powered system monitoring agent. It intercepts exception traces, user session replays, and CI/CD deployment logs in real time. It uses localized LLMs to categorize the root cause, determine the offending commit, and instantly ping and assign the ticket to the responsible developer.
Interactive System Architecture
Anomaly Listener
Engineered high-throughput event hooks to ingest logs, traces, and metrics under sub-millisecond latencies.
Commit Trace Engine
Created git diff analysis systems to correlate crash stacks with recent commits.
Auto Ticket Router
Programmed integrations with Jira and Slack for automatic assignment and alert dispatching.
Project Gallery & Mockups
The Business Impact
Incident triage times dropped from an average of 45 minutes to under 4 minutes. Over a 6-month trial, zero critical (P0) errors escaped to production without immediate auto-triage, saving hundreds of developer hours.
Project Details
FinTech App · 1M+ users
5 Months
System Architects & Core Product Dev