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 hybrid-era enterprise real estate strategy. AI-powered occupancy sensors, desk booking integration, and predictive space models deliver quantified ROI: real estate cost reductions of 10-20%, energy savings of 20-30%, and high-impact case studies like Quantum Health avoiding $13.5M in unnecessary renovations and Fresenius achieving $60M in lease avoidance via occupancy data. The vendor ecosystem is advanced and competitive—VergeSense, Cisco, Eptura, Basking, and others all operate at scale. The core tension is not technical maturity but organisational adoption: industry evidence shows widespread data collection (92% of CRE teams now exploring AI), yet persistent underutilisation gaps (occupancy often below 40% even with analytics deployed) and data quality constraints (only 7% of organisations report excellent data collection). The category bifurcates sharply: large enterprises with dedicated real estate teams and governance infrastructure continue capturing ROI; mid-market organisations struggle with integration complexity, employee privacy concerns, and regulatory uncertainty around occupancy monitoring compliance.

CURRENT LANDSCAPE

Adoption breadth and scale are now demonstrated. OfficeSpace's 2026 Built World Market Report (954 organisations, 116M sq ft) shows presence data adoption (sensors, Wi-Fi, badge) jumped 58% since 2024; occupancy booking trends reveal desk bookings +8% YoY and room bookings +20% YoY. CBRE's 2026 Global Workplace & Occupancy Insights report documents 53% global utilisation (up from 38% in 2024) and shows 92% of CRE teams now exploring AI-powered analytics. Desk-sharing ratios are evolving toward 0.3-0.7:1 benchmarks as organisations use occupancy data to drive activity-based layouts -- case studies document 25-60% space reductions via accurate peak occupancy analysis, with cost savings of $1.2M--$2.4M per employee annually at enterprise scale. Energy ROI is documented at 20-30% reductions through occupancy-driven HVAC and lighting control; a children's hospital deploying occupancy sensors achieved 30% energy savings, while broader research shows HVAC reductions of 10-15% and ventilation savings of up to 55% depending on control strategy.

Deployment challenges remain structural, not technical. Data integration failures prevent actionable insights: organisations collecting occupancy, booking, and badge access data from separate systems often cannot make confident space decisions due to conflicting signals. Only 7% of organisations report excellent data collection quality, and 80% of CRE decision-makers report lacking adequate data for confident space decisions -- despite deploying sensors. Privacy and regulatory constraints are tightening: CCPA/CPRA/BIPA, UK/EU employment law, and labour relations concerns (NLRB, unfair labour practice charges) increasingly limit acceptable occupancy monitoring scope. Two-thirds of organisations sit below 60% office utilisation despite having analytics deployed, exposing the analytics-to-policy gap: measurement capability has matured, but translating data into action requires policy changes (RTO mandates, space investment, HR system integration) that many organisations have not yet committed to. Mid-market adoption remains constrained by integration complexity, employee trust deficits, and regulatory uncertainty around lawful and proportionate monitoring. The vendor ecosystem is mature and competitive (VergeSense, Cisco, Eptura, Basking, Maptician, Archie), with VergeSense's Large Spatial Model, Cisco's AI Workspaces stack, and privacy-first alternatives like PLEQ advancing the technical frontier -- but organisational integration barriers, not technical limitations, define adoption velocity.

TIER HISTORY

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

EVIDENCE (115)

ProductsCase Studies

— Vendor case study: children's hospital achieved 30% HVAC energy savings using occupancy-driven ventilation; demonstrates real-world ROI from occupancy data integration.

— Outlines six ROI drivers for occupancy analytics (real estate optimization 10-20%, energy 20-30%, cleaning 20-30%). Names Fresenius case: $60M lease avoidance via spatial data.

— Vendor content citing independent third-party surveys (CBRE, JLL) with specific market metrics and case study outcomes showing 25–60% space reduction using occupancy data.

— Directly addresses workplace analytics failure modes in space utilization. Analyzes why occupancy + booking + access data misalignment prevents confident space/cost decisions. Provides critical assessment of adoption barriers.

— Forrester's Cisco Spaces TEI study documented 172% three-year ROI with payback under six months, quantifying enterprise value capture from occupancy analytics deployment.

— Large-scale market benchmark showing occupancy patterns and booking trends across 954 organizations, demonstrating adoption breadth and providing concrete metrics for hybrid workplace behavior.

— Gable's 2026 benchmarks show global office utilization at 53%, up from 38% in 2024, reflecting mixed recovery trajectory as organisations navigate policy constraints.

— Spaceful Workplace Insights Report surveyed 1000+ Australian employees showing 88% productivity gains and 65% reduced turnover from occupancy-data-driven space redesign.

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's 2026 Global Workplace & Occupancy Insights report confirmed global utilisation rose to 53% (from 38% in 2024) with 92% of CRE teams now exploring AI-powered analytics, while OfficeSpace's Built World Market Report (954 organisations) showed desk bookings +8% and room bookings +20% YoY. ROI evidence sharpened: Fresenius achieved $60M lease avoidance and Quantum Health avoided $13.5M in unnecessary renovations via occupancy analytics; energy savings of 20-30% from occupancy-driven HVAC control are documented across multiple deployments. The structural gap between data collection and actionable decisions persists — industry analysis highlighted that occupancy, booking, and badge access data misalignment remains the primary barrier preventing organisations from making confident space decisions even after sensor deployment.

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