Agent Health Dashboard that alerts you when AI agents drift from their original job
Track your AI agents' performance over time, get alerts when they stop doing what you built them for, and fix drift before abandonment.
The signal
“I've been building AI agents inside my own business. I also talk to a lot of small business owners who've either built their own or paid someone to build them. There's a pattern I keep seeing that nobody in this space wants to say out loud, probably because it's bad for business ”r/aiagents — read the original
Why it scores 78
Many small businesses experience the pain of abandoned AI agent projects due to implementation failures and unmet expectations.
While AI agent builders exist, few address the post-implementation abandonment problem with diagnostics and maintenance solutions.
MVP could analyze common failure patterns using existing APIs to identify at-risk agent deployments.
AI agent hype is peaking, creating fresh urgency as businesses realize implementation gap.
MVP build path
A web app that connects to OpenAI's API, stores historical agent responses, runs weekly similarity checks against new responses, and sends email alerts when drift exceeds 20%.