Optimize Real Estate for Hybrid

Hybrid Workplace Intelligence Platform Multi-Sensor Occupancy Analysis AI ingests data from: badge swipes, WiFi connection logs, desk booking systems, and meeting room sensors. Calculates actual utilization by: floor, neighborhood, desk type (assigned, hotel, focus pod), and time of day/week. Space Type Optimization AI recommends the ideal ratio of space types based on actual usage: focused desks (quiet work), collaboration zones (team work), meeting rooms (formal), phone booths (calls), and social spaces (informal). Current average waste: companies have

3x more desks than meeting rooms, but meeting rooms are booked 90% while desks sit empty 40%. Day-of-Week Patterning AI identifies 'Peak Days' (Tuesday-Thursday for most companies) vs. 'Light Days' (Monday, Friday). Recommends team-day staggering so Team A comes in Mon-Wed while Team B comes Tue-Thu, maximizing space utilization without reducing in-person collaboration. Cost-per-Seat Modeling AI calculates the fully-loaded cost per seat: lease ÷ usable SF ÷ seats × occupancy rate. A $50/SF lease with 40% occupancy means you're paying $125/SF for the

space that's actually used. Quantifies the savings from right-sizing. Lease Decision Support When your lease renewal approaches, AI generates a data-backed recommendation: renew at reduced footprint, add satellite locations, or convert to coworking. Includes 5-year NPV comparison for each scenario. Measure 'Peak Concurrent Occupancy' not just 'Total Badges' — your space needs to accommodate the busiest 2-hour window, not the daily average. Use a 'Neighborhood' model: assign teams to zones, not specific desks. AI ensures each neighborhood has the right

mix of desk types for that team's work style. Include employee sentiment data — utilization data shows WHERE people sit, but surveys reveal WHERE they WANT to sit. Both matter for retention. Don't mandate in-office days without data — AI can identify which teams genuinely benefit from co-location (creative teams show 40% more ad-hoc collaboration) vs. which don't (individual contributors show no productivity difference). Don't optimize solely for cost — cutting 30% of space while destroying collision opportunities eliminates the primary innovation

benefit of physical offices. Don't ignore acoustic design — open offices save space but destroy focus work productivity. AI should recommend a ratio of focus pods proportional to the percentage of deep-work roles. The 'Collision Density' Metric The real value of office space isn't desks — it's unplanned interactions between people who wouldn't otherwise talk. AI can measure 'Collision Density': the number of unique cross-team interactions per day per square foot. Spaces with high collision density (well-designed kitchens, wide corridors, shared

amenities) generate 3x more innovation than assigned desk areas. Optimize for collisions, not occupancy rates.