... months of lost revenue during the rewrite. Total loss per company: $2 3 million . The highest cost is not the engineering budget. It is taking engineers away from building new features to fix old systems . The AI Factor: Accelerating the Problem AI coding tools (Claude, Cursor, Copilot) have lowered the barrier to "getting something running" to an unprecedented level. They have also significantly advanced the arrival of "slow death." The code generated by models often seems usable. It even works ... ... against an authoritative baseline. Data-quality detection: 3-step fallback chain (FK name canonical-link) plus a curated-source AI block-list. L. Violation Response On any breach: stop log entry (type, root cause, files, prevention) explain propose compliant alternative

... took weeks. Revision cycles added more days. By the time the imagery was ready, the market window had often shifted. AI-powered floor plan to 3D conversion is ending that bottleneck. Instant visualization (tools like Foursite ) means weeks of acceleration, which translates to months of economic advantage.   Here's the ROI from VirtualSpaces ' perspective: Direct cost savings:  $30-50K professional visualization Vs