Success Stories
Generative Design Cuts Structural Steel by 20%
Mid-size structural engineering firm, United States
By using generative design tools to explore thousands of bracing configurations, the firm reduced structural steel in a mid-rise office project by 20% while maintaining code compliance and improving constructability.
Key takeaway: Generative design pays off most on repetitive structural systems where small per-element savings multiply.
AI Site Monitoring Prevents Three OSHA Incidents
Commercial general contractor, Canada
Computer vision cameras flagged missing PPE and dangerous equipment proximity in real time. Over 6 months, supervisors received 47 critical alerts, preventing three incidents that would have qualified as OSHA recordables.
Key takeaway: Safety AI works best as a supplement to human supervision, not a replacement. The alerts train crews to be more attentive.
Interior Design Firm Triples Client Presentations
Boutique interior design studio, Mexico
By generating photorealistic concept renders with AI, the studio now presents 3 fully visualized concepts in the time it previously took to produce one. Win rate on proposals increased from 18% to 34%.
Key takeaway: AI's biggest impact is often in client-facing deliverables where speed and visual polish directly drive revenue.
Predictive Maintenance Saves Hospital $400K
Facilities team, regional hospital system
IoT sensors combined with AI analytics on HVAC equipment predicted three major failures before they occurred. Scheduled repairs avoided emergency shutdowns that would have cost an estimated $400K in operational disruption.
Key takeaway: The ROI on AI-driven predictive maintenance grows with the cost of unplanned downtime — highest in healthcare, data centers, and critical infrastructure.