Individual developer
$47,000
A developer let AI write their API. Three weeks later, a $47,000 AWS bill. The AI-generated code was grossly inefficient: runaway loops, unbounded resource allocation, zero cost awareness. No monitoring was in place to catch the pattern before it compounded.
Scout fix
agent execution rate limits, audit trail, cost anomaly detection
Sources: awstip.com, 2024-2025