Renata Solberg-Wiik

Modular data centers lock engineering decisions before site conditions are fully known.

Automating equipment compliance checks removes the schedule bottleneck from submittal review.

Machine learning extracts equipment specs from PDFs, eliminating manual data entry errors.

Clean asset data at handoff determines whether EPMS can actually protect your facility in real time.

Document gaps delay detection of cost and schedule conflicts until rework becomes expensive.

AI and validation rules extract equipment specs from PDFs into design models automatically.

Parametric rules automate data hall layouts as density and cooling demands shift.

Human error in data center operations traces back to poor handoff planning, not equipment failure.