AI-enhanced laboratory planning: design R&D and analytical labs with optimized workflows, integrated equipment, regulatory compliance, and quality control.


From industrial testing facilities and quality control labs to clinical diagnostic centres and university science buildings, laboratories represent one of the most demanding design briefs in the built environment. Leaders must coordinate complex adjacency requirements, specialist infrastructure, regulatory compliance, and operational flexibility, all before detailed design begins. DBF's AI feasibility platform generates multiple laboratory layout scenarios and validates them against program requirements, safety standards, and operational KPIs.

Laboratories where adjacency requirements are wrong, infrastructure is undersized, or flexibility is overlooked become operationally dysfunctional within years of opening. DBF enables Project Leads to test laboratory program configurations comprehensively before BIM modeling starts, identifying conflicts, validating infrastructure demands, and ensuring regulatory compliance is built into the design brief.

Define laboratory program: types, user groups, containment levels, infrastructure requirements
Import site and building envelope constraints
Generate multiple laboratory layout scenarios with AI planning tools
Validate adjacency relationships, containment zoning, and MEP provisions
Test adaptability and reprogramming scenarios
Export validated layouts to specialist laboratory BIM design teams
.png)
.webp)

.png)
.png)
.webp)
.webp)

As laboratory typologies diversify and scientific programs grow more complex, the precision required in laboratory planning will increase. DBF's AI platform enables Project Leads to design laboratories that are operationally excellent from day one, and adaptable enough to remain so for decades.
.webp)
DBF supports wet labs, dry labs, cleanrooms, industrial testing labs, clinical diagnostics, quality control, and university science facilities.
DBF models MEP demand from program inputs, sizing services distribution, fume exhaust, containment systems, and utility connections in early planning.
Yes. DBF manages complex buildings with multiple lab types, validating adjacency, containment, infrastructure, and operational flow across all zones.
DBF incorporates regulatory and safety requirements as planning constraints, ensuring generated layouts are compliant before BIM design begins.

In a short demo, you’ll generate options, compare scenarios, and walk through KPI reporting for your facility or masterplan context.
GET STARTEDGET STARTED