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AI that analyses workplace usage patterns to optimise office space, seating, and hybrid work arrangements. Includes occupancy prediction and space allocation optimisation; distinct from facilities management in operations which manages building systems rather than analysing usage.
Workplace analytics is a mature, deployable capability for enterprise real estate optimization. Vendor ecosystems are established and competitive—Cisco Spaces, VergeSense, Envoy, OfficeSpace, and others operate at scale with 8,000+ enterprise customers globally across 480,000+ locations. Occupancy measurement via sensors, badge integration, and Wi-Fi analytics delivers documented ROI: 10-20% real estate savings, 20-30% energy reductions via occupancy-driven HVAC/lighting, and case studies like Fresenius saving $60M in lease avoidance. However, the core tension is translating measurement into action. Recent evidence (June 2026) shows 82% of organizations now have medium-to-high workplace technology maturity with 94% integrating automated data sources, yet only 19% of facilities decision-makers base space planning decisions mostly on data while 99% have experienced data disruptions. Deployment outcome research documents that rising occupancy does not correlate with productivity gains; instead, compressed anchor days create coordination overhead without performance improvements. Sensor accuracy limitations (5-45% passive-use inflation depending on workplace culture) further constrain confidence in analytics-driven decisions. Privacy and regulatory barriers (GDPR, CCPA, EU AI Act) compound mid-market adoption friction. The category bifurcates: large enterprises with dedicated real estate governance capture measurable ROI; mid-market struggles with integration complexity, data quality gaps, employee trust deficits, and regulatory uncertainty.
Adoption breadth and scale continue to expand. Vendor deployment reach spans 8,000+ enterprise customers globally with 480,000+ locations connected via Cisco Spaces, VergeSense, Envoy, and OfficeSpace platforms. CBRE's May 2026 benchmarking study (28M sq meters across multiple continents) confirms 82% of organizations now operate at medium-to-high workplace technology maturity, with 94% integrating automated data sources and 77% deploying desk/room reservation systems. XY Sense occupancy dataset from 63,000+ workspaces across 9 countries shows 45% global average utilization (up from 27% in 2023) with clear space-type bifurcation: enclosed spaces (meeting rooms 56%, phone booths 52%) outperform open areas (30%), revealing structural office design misalignment with actual usage. Kastle Systems badge-swipe tracking across 2,600+ buildings documents 56.3% weekly average with Tuesday peaking at 66%, reflecting stabilized hybrid patterns. McKinsey data shows 68% of workers now mostly in-person (up from 34% in 2023), indicating broad return-to-office but with fundamentally different occupancy patterns. Vendor ecosystem innovation accelerated: Cisco Spaces published comprehensive technical documentation showing mature feature breadth (visitor trends, environmental analytics, smart workspaces, asset tracking); VergeSense and Cisco launched federated learning deployments across UC System (23 campuses) and Hudson Yards (12 towers) achieving 23-34% prediction accuracy improvements.
The decision-translation gap is the dominant constraint and likely the ceiling for good-practice tier sustainability. JLL's May 2026 analysis of 84 organizations (716M sq ft) shows organizations prioritize space data accuracy (#2 priority at 73%) yet AI adoption remains nascent (8% past pilot stage). A critical Butlr survey of 400 U.S. facilities decision-makers reveals only 19% base space planning decisions mostly on data, 99% have experienced data disruptions, and sensor accuracy limitations (5-45% passive-use inflation from items left at desks rather than active occupancy) undermine confidence in analytics-driven consolidation. June 2026 evidence amplifies this gap: despite 82% of organizations at medium-to-high workplace technology maturity and 94% integrating automated data sources, organizations still struggle to operationalize occupancy insights into space policy. A technical measurement audit found badge systems report 80% peak occupancy while optical sensors detect only 9-11% actual desk presence—suggesting much occupancy data is systematically unreliable for rightsizing decisions. The structural adoption gap persists: despite deploying occupancy analytics, organizations struggle to translate measurement into policy (87% set utilization targets but actual occupancy remains below targets; rising occupancy does not correlate with productivity, instead creating coordination overhead). Agentic interfaces (Cisco Workspace Advisor, OfficeSpace AI Canvas, VergeSense Predictive Planning) are now GA and showing early adoption acceleration—OfficeSpace reported 600% H1 2026 AI demand with named customers (Medtronic, SiriusXM, Rapid7) achieving 66% utilization improvement and $50-55k per-employee cost savings, though deployment outcomes remain concentrated in large enterprises with governance infrastructure. Privacy and regulatory constraints tightened significantly: GDPR enforcement climbing, EU AI Act classifying employment analytics as high-risk. The vendor ecosystem is mature, competitive, and advancing toward agentic decision support, but organizational integration barriers—measurement accuracy, data quality, employee trust deficits, and decision-making friction—rather than technical limitations define adoption velocity and category growth.
— OfficeSpace reports 600% H1 2026 AI demand surge with named customers (Medtronic, SiriusXM, Rapid7) achieving 66% utilization improvement, 30% real estate cost reduction, and $50-55k per-employee savings.
— Technical runbook documents Cisco Spaces OS operational maturity, supporting 15,000 APs and 150,000 clients in production with IoT streaming for real-time occupancy and space management outcomes.
— Vendor market segmentation analysis identifies Density workplace occupancy analytics serving Fortune 500 customers (ExxonMobil, Okta, HPE, Stripe, Coca-Cola, BlackRock, Shopify), confirming enterprise adoption breadth.
— Named financial services organization (Equitable) deployed VergeSense occupancy sensors across Charlotte and Syracuse offices to quantify and understand enclosed space utilization patterns.
— Campus occupancy analytics deployment case study reveals 47% lecture hall underutilization and $1.44M annual operational cost savings via privacy-preserving thermal sensors and data-driven space consolidation.
— RTO adoption snapshot (55% Fortune 100 now mandate 5 days, up from 5% in 2021) with critical measurement gap analysis: 90% still rely on badge swipes, 7% rate data excellent, average 43% utilization despite mandates.
— Practitioner framework interpreting JLL 2026 benchmark with detailed sensor technology comparison matrix, privacy-regulatory trade-offs, and structured 90-day pilot playbook for occupancy deployment.
— Practitioner guide synthesizing CBRE, JLL benchmarks with deployment case (32% space reduction via utilization metrics) and Nature peer-reviewed research validating hybrid schedule ROI.