AI Scope Creep Detector

Keep projects profitable by flagging hidden requirement changes before they snowball. Powered by ToxiGuard's proprietary risk engine.

Try It Free
Scope creep dashboard showing risk alerts

Why Scope Creep Hurts Freelancers

Uncontrolled scope changes slash hourly rates, delay timelines, and burn out teams. Our dataset of 58,000 Upwork projects shows that unchecked scope creep reduces freelancer ROI by 32 % on average.

How the Detector Works

  • Analyzes project briefs and message threads in real time
  • Identifies ambiguous phrases and hidden feature requests
  • Benchmarks against historical scope metrics in your niche

Actionable Alerts

Receive instant notifications with suggested contract clauses and price-adjustment templates, so you can negotiate confidently—or walk away early.