Perly Consulting │ Beck Eco

The State of Play

A living index of AI adoption across industries — where established practice meets the bleeding edge
UPDATED DAILY

The AI landscape doesn't move in one direction — it lurches. Some techniques leap from experiment to table stakes in a single quarter; others stall against regulatory walls, technical ceilings, or organisational inertia that no amount of hype can dislodge. Knowing which is which is the hard part. The State of Play cuts through the noise with a rigorously maintained index of AI techniques across every major business domain — classified by maturity, evidenced by real-world adoption, and updated daily so you always know where you stand relative to the field. Stop guessing. Start knowing.

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AI Maturity by Domain

Each dot marks the weighted maturity of practices within a domain — hover for a brief summary, click for more detail

DOMAIN
BLEEDING EDGEESTABLISHED

Workplace analytics & space utilisation

GOOD PRACTICE

TRAJECTORY

Stalled

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.

OVERVIEW

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.

CURRENT LANDSCAPE

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.

TIER HISTORY

ResearchJan-2021 → Jan-2021
Bleeding EdgeJan-2021 → Jul-2023
Leading EdgeJul-2023 → Jan-2025
Good PracticeJan-2025 → present

EVIDENCE (153)

— 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.

HISTORY

  • 2021: VergeSense secured $60M Series C funding to accelerate workplace analytics development; company reported 400% YoY ARR growth with customer base expansion. Cisco DNA Spaces earned Gartner Customers' Choice recognition. Microsoft shipped collaboration metrics for Workplace Analytics. Rapid enterprise adoption driven by post-pandemic hybrid work planning, though privacy concerns and analytics maturity challenges constrained broader market penetration.
  • 2022-H1: VergeSense continued scaling with 356% YoY sales growth and 110% customer growth by January 2022, reaching 29 Fortune 500 companies. Cisco and other vendors released comprehensive enterprise guides positioning space analytics as core to hybrid work strategy. Privacy governance frameworks emerged as a key adoption constraint: peer-reviewed legal analysis highlighted data protection gaps, and employee resistance to workplace surveillance grew measurable—surveys showed substantial tech worker attrition risk from continuous monitoring policies.
  • 2022-H2: Workplace analytics reached technical maturity with Cisco serving 8,000+ customers across 15B+ sq ft globally and VergeSense deploying 130+ enterprise clients. However, regulatory pushback accelerated: NLRB general counsel restricted monitoring tools to protect worker rights; Dutch courts ruled continuous monitoring violated privacy laws. The adoption constraint shifted from technical capability to legal, regulatory, and ethical governance—enterprises could deploy at scale but faced growing liability and consent complexity.
  • 2023-H1: VergeSense introduced new Occupancy Intelligence Platform with dedicated portfolio and space optimization solutions, and integrated ChatGPT's natural language interface for enhanced analytics usability. Archibus integrated VergeSense sensors for floor-level utilization visibility. Academic research (Syracuse/Georgia Tech/SRI International) advanced occupancy detection with ARPA-E-funded multi-modal sensors for privacy-preserving space analytics. Vendor innovation continued despite regulatory headwinds, signaling ongoing enterprise demand despite governance constraints.
  • 2023-H2: Vendor ecosystem integration accelerated with Microsoft Entra ID single sign-on support for VergeSense and Cisco Spaces' HubStar marketplace launch. Academic peer-reviewed research validated LSTM and Hidden Markov Model approaches for occupancy prediction in high-density buildings. Real-world deployments quantified ROI: 11.3% ghost meeting rate and 5% space utilization improvements saving $2.5/sq.ft/year. However, adoption friction persisted; Deloitte analysis highlighted employee resistance to workplace monitoring and trust erosion despite technology maturity—privacy and consent remained primary constraints on broader penetration beyond large enterprises with dedicated governance teams.
  • 2024-Q1: Peer-reviewed research (Malmö University) validated passive infrared sensor technologies for occupancy detection, advancing technical credibility. However, evidence of adoption challenges emerged: a University of Pittsburgh study of 137 S&P 500 firms found that 99% experienced employee satisfaction drops following RTO mandates, with no measurable financial performance gains—highlighting the gap between analytics capability and organizational outcomes when divorced from employee sentiment. Financial services firms continued real-world deployments using space optimization platforms, confirming enterprise adoption persists despite governance and sentiment constraints.
  • 2024-Q2: VergeSense and Microsoft launched integrated Places platform providing unified real-time occupancy and space management, signaling vendor ecosystem maturity. DOE-funded research quantified occupancy sensor ROI: 30% fan power reduction and 68.5% pump energy savings in commercial buildings. Research advancement: cascaded Bi-LSTM models achieved 10-15% accuracy improvement for occupancy prediction. However, critical risk emerged: vendors and enterprises began exploring emotion recognition for workplace analytics, triggering regulatory and labour rights concerns; workers filed unfair labour practice charges citing surveillance interference with organising rights. Occupancy analytics proved commercially viable but scope-creep into behavioral monitoring threatened adoption and legal compliance.
  • 2024-Q3: Vendor consolidation continued with Cisco DNA Center 2.2.3 expanding 3D office simulation and IoT visibility; VergeSense unified its platform with AI-powered recommendations in September. Market projections indicated 11.4% CAGR growth through 2033, with energy savings demonstrating commercial ROI beyond space cost reduction. Use cases expanded to asset tracking (hospital deployments via Wi-Fi tags). Regulatory and privacy constraints remained the limiting factor for broader adoption, particularly for mid-market organisations managing consent and compliance frameworks.
  • 2024-Q4: Vendor ecosystem maturity accelerated with VergeSense expanding Microsoft Places integration (floor plan conversion, unified visualization) and Cisco Smart Workspaces advancing features (3D maps, air quality monitoring). VergeSense adoption reached 40M square feet across 26 Fortune 500 companies. However, regulatory tightening emerged as the dominant market constraint: CFPB and DOL enforcement actions against workplace surveillance (October 2024) narrowed acceptable use cases and increased compliance burden. The category bifurcated sharply—large enterprises with governance infrastructure continued scaling, while mid-market adoption faced growing legal and labor relations complexity. Scope-creep risk into behavioral analytics remained the primary threat to category expansion and customer trust.
  • 2025-Q1: VergeSense reached 200+ global enterprises with documented case studies demonstrating quantified ROI: Deutsche Bank 20-30% heating savings, major clients saving tens of millions via lease optimization. Cisco Spaces Forrester TEI study validated 172% ROI and $6.84M NPV, with meeting efficiency gains (171K hours recaptured). Market analysis projected occupancy sensor growth from $2.6B (2024) to $6.1B by 2031 at 12.3% CAGR, driven by energy efficiency mandates. Adoption momentum continued (desk bookings +33% YoY, occupancy leveling a top challenge for 22% of enterprises) despite technology fragmentation (average 17 standalone systems per organization). Vendor ecosystem integration advanced with Cisco Smart Workspaces expanding 3D mapping and IoT sensor capabilities. Privacy and security concerns regarding camera-based sensors persisted as regulatory and competitive flashpoint, with radar/thermal alternatives gaining traction. Core occupancy analytics retained strong business case for hybrid cost management and energy ROI, but broader adoption constrained by employee trust deficits and regulatory uncertainty.
  • 2025-Q2: Market dynamics shifted toward portfolio optimization and space ROI quantification as corporate strategy priorities. JLL's Occupancy Planning Benchmark report showed organizations deprioritizing cost-cutting in favor of experience-driven space optimization, with hybrid adoption declining across regions. Hardware innovation accelerated with vendors like Pressac launching GDPR-compliant table-level sensors, diversifying occupancy detection beyond camera/WiFi methods. Enterprise adoption gap widened: 91% of business leaders recognized workplace design ROI but only 49% actively measured space utilization, signaling strong demand for analytics tools but integration complexity remaining. Occupancy sensor market forecasts confirmed 11.2% CAGR trajectory ($2.75B to $5.20B by 2030), driven by AI integration and regulatory green building mandates, though privacy concerns and employee trust remained material adoption constraints for mid-market segments.
  • 2025-Q3: Vendor ecosystem expanded with Basking's AI-driven occupancy analytics platform launch in August. Cisco Spaces and VergeSense continued ROI quantification ($800K-1M per building). Tech company adoption research showed 40% utilization gains but 53% not enforcing in-office policies. Critical adoption barrier: CBRE survey revealed 2/3 of organizations at <60% office utilization despite analytics deployment, highlighting analytics-policy mismatch. Market bifurcation persisted with large enterprise scaling and mid-market adoption constrained by regulatory uncertainty and employee trust deficits.
  • 2025-Q4: Cisco released Smart Spaces Stack with infrastructure-native occupancy analytics (October 2025). Privacy research (November 2025) documented Wi-Fi RSSI tracking vulnerabilities, validating GDPR compliance concerns. AI adoption survey found 56% project abandonment and 31% lack of user trust; separate industry analysis showed 65% of organizations derive zero commercial benefit from people analytics, all pointing to organizational integration barriers beyond technical capability. Vendor ecosystem matured with specialized offerings (Maptician, Archie) but ROI clarity and employee trust remained limiting factors for broader mid-market adoption.
  • 2026-Jan: VergeSense launched Large Spatial Model (LSM), a foundation model trained on 200M+ sq ft of occupancy data, enabling AI-powered predictive planning and scenario modeling. Cisco Spaces rolled out expanded licensing packages (Advantage, Premier, Smart Workspaces) with OpenRoaming integration for guest Wi-Fi occupancy tracking. JLL Spark reported six-year partnership success with VergeSense across 50+ global customers. Real-world deployment evidence from WeJun Technology in Taiwan showed 20-30% energy cost reduction and 25-35% operational efficiency gains via Cisco Spaces integration. Vendor ecosystem maturity continued while mid-market adoption barriers remained around integration complexity, employee trust, and regulatory compliance.
  • 2026-Feb: Vendor product innovation accelerated with VergeSense releasing Predictive Planning (scenario modeling powered by LSM) and Cisco debuting integrated AI Workspaces stack at ISE 2026. Real-world adoption evidence: Occuspace documented major enterprise (41,000 employees) avoiding $55M in construction costs via occupancy analytics; HubStar Hybrid Occupancy Index reported adoption across 300M+ sq ft with Tuesday occupancy at 58.6%. Critical gap identified: industry benchmarks (CBRE, JLL, XY Sense) revealed utilization remains under 40% despite occupancy analytics deployment, exposing persistent analytics-to-policy translation barriers. Privacy-by-design alternatives emerged with PLEQ's GDPR-compliant ToF sensors for education deployments, diversifying technical approaches beyond Wi-Fi and camera methods. Good-practice category remained constrained by organizational integration barriers and employee trust deficits despite mature vendor ecosystems and robust energy ROI case studies.
  • 2026-Mar: International adoption scale confirmed: Spacewell's Workplace Benchmark Report (236 buildings across 20 countries) validated 45% global average occupancy; Kisi's index showed 52.58% average across 2,500+ US organizations. New platforms (CXApp One Map, Kadence) advanced real-time visualization and AI scenario planning, with Kadence documenting Karger reducing office space by 80% via data-driven scenario modeling. Occuspace published a case study of a major enterprise avoiding $55M in construction costs through occupancy analytics. Regulatory environment tightened with UK employment law guidance clarifying monitoring must remain lawful and proportionate. Market analyst reports (GII Research) projected 13% CAGR through 2030 ($1.99B → $3.69B), driven by hybrid workplace adoption and AI integration. Category bifurcation persisted: large enterprises with 50M+ sq ft deployments continue realizing quantified ROI, while mid-market adoption remained constrained by data quality gaps (only 7% report excellent collection), 54% of employees who would quit if monitoring increased, and regulatory compliance complexity.
  • 2026-Apr: Data gap and adoption barrier evidence intensified: Butlr/Wakefield survey of 400 CRE decision-makers found 80% lack adequate data for confident space decisions, with privacy concerns (92%) and integration complexity (48%) as primary blockers. U.S. federal adoption expanded via USE IT Act mandate requiring occupancy data collection from CFO Act agencies. Sensor ROI evidence strengthened — Schneider Electric documented 22% energy cost reduction with 2-year payback at a London office deployment, and Cisco Spaces GA claimed $800K cost avoidance per building; IEEE peer-reviewed sensor fusion research validated >90% occupancy detection accuracy. Hot-desking adoption tripled to 36% (from 12%), reflecting hybrid space redesign trends, while PointGrab analysis of enterprise RTO deployments found a persistent 15-25% gap between mandated attendance and actual desk utilization.
  • 2026-May: CBRE confirmed global utilisation at 53% with 92% of CRE teams exploring AI-powered analytics; Cisco Spaces reached 8,000+ enterprise customers across 480,000 locations; and OfficeSpace launched AI Canvas autonomous agents for space planning, smart desk suggestions, and predictive utilization forecasts. ROI evidence continued to sharpen — Fresenius at $60M lease avoidance, Quantum Health at $13.5M avoided renovations, and Milesight's 98%-accuracy sensors enabling occupancy-responsive energy control — while Kastle Systems badge-swipe data across 2,600+ buildings showed 56.3% weekly average and 66% Tuesday peak occupancy. Critical outcome research confirmed the analytics-productivity gap: rising occupancy correlates with stalled productivity and increased coordination overhead rather than improved delivery, and EU AI Act high-risk classification of employment analytics is adding material compliance burden for individual-level tracking deployments.
  • 2026-Jun: Agentic workplace analytics reached a new commercial milestone: OfficeSpace reported 600%+ H1 2026 AI demand growth with named customers (Medtronic, SiriusXM, Rapid7) achieving 66% utilization improvement and $50-55k per-employee savings, and Cisco Webex released GA of Workspace Advisor digital twin with Copilot natural-language workspace interrogation across Teams, Zoom, and Google Meet, while Cisco AI analysis identified 30-40% of enterprise meeting rooms as chronically over-booked or underused. The measurement-to-action gap remained the dominant constraint: CBRE benchmarking across 28M sq meters confirmed 82% of organizations at 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, 90% still rely on badge swipes despite RTO mandates reaching 55% of Fortune 100, and a technical audit exposed badge systems reporting 80% peak occupancy while optical sensors detect only 9-11% actual desk presence — systematically unreliable data that undermines rightsizing confidence. JLL's analysis of 84 organizations (716M sq ft) placed AI adoption at just 8% past pilot, with VergeSense confirming 200+ enterprise customers across 50 countries analysing 110M+ sq ft at 95% sensor accuracy and HybridHero aggregating 54% global utilization with 30-40% ghost bookings.

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