Flock Product & Engineering Blog
From Telemetry to aFNOL: How We Built Automated Crash Detection
How Flock's data and ML teams built a system that turns raw vehicle telemetry into verified crash notifications, combining XGBoost inference, an AI agent swarm on Bedrock, and event-driven AWS infrastructure.
Small teams, fast deploys: how we built a feedback loop that compounds
The software engineering practices that make speed and reliability compound at Flock: from trunk-based development and fast feedback loops to type-safe contracts and isolated services.
Latest articles
From Telemetry to aFNOL: How We Built Automated Crash Detection
How Flock's data and ML teams built a system that turns raw vehicle telemetry into verified crash notifications, combining XGBoost inference, an AI agent swarm on Bedrock, and event-driven AWS infrastructure.
Small teams, fast deploys: how we built a feedback loop that compounds
The software engineering practices that make speed and reliability compound at Flock: from trunk-based development and fast feedback loops to type-safe contracts and isolated services.
Inside Flock's AI-Powered Product & Engineering Workflow
How Flock's engagement team drove a 152% increase in weekly active usage by fundamentally changing how product and engineering work together with AI.
Your data should outlast your stack
How we migrated off Snowflake-as-everything, built a proper lakehouse on AWS, and made the whole thing queryable by an AI via MCP.
From hackathon prototype to production at Flock
How we turned a simple PDF extraction idea into a production-grade agentic pipeline that saves underwriters 3–4 hours every week.