Commissioned Research
Top 10 Best Occupancy Software of 2026

GITNUXSOFTWARE ADVICE

Facilities Property Services

Top 10 Best Occupancy Software of 2026

Compare occupancy software for property managers, with tradeoffs across VergeSense, Skedda, and Density to guide shortlist decisions.

21 min readUpdated Editorially scoped research
How we ranked these tools
01Editorial Scope

Vendors set the topic, but our editors set the inclusion criteria and the evaluation framework before research starts.

02Source Research

Search agents gather the source set and the review record, including transcriptions of video reviews and podcasts.

Read our full methodology →

Framework: Features 40% · Ease 30% · Value 30%

Gitnux may earn a commission through links on this page — this does not influence rankings. Editorial policy

Occupancy software matters because it turns room and desk behavior into usable utilization metrics for facilities and workplace teams. This comparison helps analysts and operators weigh reporting depth, sensor or booking data integration, and dashboard design, including how platforms like Robin handle the bridge between desk-room scheduling and occupancy analytics.

VergeSense is the best overall pick for workplace teams that need consistent zone occupancy dashboards across mixed data sources because its zone-level rollups map people counts to floor and room utilization reporting with configurable mappings, while Skedda fits SMB teams that want booking-based utilization insights thanks to floor- and zone-aware reservation tied to historical usage to reduce overbooking risk.

Editor’s top 3 picks

Three quick recommendations before you dive into the full comparison below — each one leads on a different dimension.

Editor pick
1

VergeSense

Zone-level analytics that translate people counts into floor and room utilization reporting with configurable mappings.

Best for: Fits when workplace teams need consistent zone occupancy dashboards across mixed data sources.

2

Skedda

Editor pick

Zone and floor-aware resource booking ties usage history to physical space mapping for reporting by location.

Best for: Fits when teams need desk and meeting room booking tied to utilization dashboards and governed access.

3

Density

Editor pick

Density’s API supports automation of occupancy data ingestion and scheduled reporting outputs tied to zone assets.

Best for: Fits when operations teams need automated occupancy reporting across zones and time, with API-fed governance.

Comparison Table

1
VergeSenseBest overall
enterprise
9.3/10
Overall
2
8.7/10
Overall
3
enterprise
8.6/10
Overall
4
enterprise
8.5/10
Overall
5
8.3/10
Overall
6
vertical specialist
7.9/10
Overall
7
enterprise
7.5/10
Overall
8
7.3/10
Overall
9
vertical specialist
6.8/10
Overall
10
vertical specialist
6.6/10
Overall
#1

VergeSense

enterprise

Sensor-based workplace occupancy analytics platform for measuring space utilization.

9.3/10
Overall
Features9.3/10
Ease of Use9.5/10
Value9.1/10
Standout feature

Zone-level analytics that translate people counts into floor and room utilization reporting with configurable mappings.

VergeSense is designed for teams that need occupancy trend analysis with zone-level rollups and repeatable occupancy reporting dashboards. It supports ingestion from occupancy sensor and badge swipe data inputs, then aligns counts to floors, rooms, and configurable zones. Dashboards emphasize utilization rate tracking and peak occupancy snapshots that fit day-to-day facilities and workplace operations reviews. Data access is structured for downstream use through export and integration surfaces for automation.

One tradeoff is that deeper automation depends on configuring zone mapping and event ingestion rules before the dashboards match real-world layouts. VergeSense fits best when a building portfolio has mixed signal sources and needs consistent reporting for capacity planning and space allocation decisions. Teams that can maintain sensor-to-zone mapping get more reliable occupancy trend analysis across time windows.

Pros
  • +Zone-level occupancy rollups align counts to floors and room overlays
  • +Occupancy reporting dashboards support historical trend analysis and peak views
  • +Integration pathways support occupancy data export for downstream systems
  • +Admin controls help manage sensor deployments across buildings
Cons
  • –Accurate results require careful zone mapping configuration
  • –Custom automation needs API work rather than UI-only workflows
Use scenarios
  • Workplace analytics teams

    Track utilization across zones

    More consistent space utilization reporting

  • Facilities operations teams

    Monitor peak occupancy patterns

    Better scheduling decisions

Show 2 more scenarios
  • Real estate planners

    Support capacity planning studies

    Faster utilization study cycles

    Convert occupancy signals into time-based metrics for space allocation and capacity planning.

  • Software integration teams

    Automate occupancy data flows

    Reduced manual reporting effort

    Pull exported occupancy metrics into internal systems for reporting and governance pipelines.

Best for: Fits when workplace teams need consistent zone occupancy dashboards across mixed data sources.

#2

Skedda

SMB

Space booking software for desks, rooms, facilities, and shared workspaces.

8.7/10
Overall
Features8.7/10
Ease of Use8.7/10
Value8.7/10
Standout feature

Zone and floor-aware resource booking ties usage history to physical space mapping for reporting by location.

Skedda schedules meeting rooms and desks with a calendar-driven workflow backed by capacity and recurring booking rules. Rooms and resources can be managed with floor and zone context to support occupancy reporting tied to specific spaces.

The system also collects usage history for utilization rate views and supports exports for space utilization analytics and capacity planning. Admin workflows focus on configuration, booking permissions, and governance around who can reserve which resources.

Pros
  • +Desk and meeting room booking uses capacity rules that reduce overbooking risk
  • +Floor and zone context improves room utilization reporting accuracy
  • +Historical usage supports utilization rate and occupancy trend analysis
  • +Role-based booking controls support governance across spaces
Cons
  • –Sensor-style real-time occupancy ingestion is not a native focus for all deployments
  • –Occupancy exports require careful field mapping for analytics pipelines
  • –Complex multi-building setups can demand more configuration work up front
  • –Deep third-party data synchronization can be constrained by automation availability
Use scenarios
  • Multi-location administrators

    Centralize booking across facilities

    Centralized shared inventory process

  • IT and systems administrators

    Sync reservation changes to systems

    Less duplicate booking data

Show 2 more scenarios
  • Office administrators and staff

    Reserve rooms for recurring meetings

    Fewer booking conflicts

    Employees can find availability and book rooms with recurring booking and capacity constraints.

  • School facility managers

    Manage recurring classroom reservations

    Shared view of availability

    Training teams can schedule repeating sessions across rooms and related facility resources.

Best for: Fits when teams need desk and meeting room booking tied to utilization dashboards and governed access.

#3

Density

enterprise

Occupancy intelligence platform using privacy-safe depth sensors to measure workspace usage.

8.6/10
Overall
Features8.6/10
Ease of Use8.6/10
Value8.6/10
Standout feature

Density’s API supports automation of occupancy data ingestion and scheduled reporting outputs tied to zone assets.

Density fits organizations running people counting or device-based telemetry pipelines and needing consistent occupancy reporting across floors and zones. It supports occupancy dashboards with time-series views, peak and trend analysis, and exportable occupancy data for downstream systems. Integration depth is strongest when existing building data and access data can be mapped into Density’s zone and asset structure. The admin workflow supports controlled configuration changes so reporting stays stable during ongoing utilization study cycles.

A tradeoff appears when required data mapping is not already structured around space zones and assets, since setup effort rises before reporting becomes trustworthy. Density works best during quarterly utilization reporting when a single occupancy reporting view must replace spreadsheets across buildings. It is also useful when teams need both real-time occupancy snapshots and longer-horizon occupancy trend analysis for planning decisions.

Pros
  • +API-driven data ingestion supports automated occupancy reporting pipelines
  • +Zone-based dashboards make peak and historical occupancy analysis practical
  • +Exports enable reuse in capacity planning and governance workflows
  • +Configuration controls keep reported occupancy consistent across changes
Cons
  • –Accurate outputs depend on correct zone and asset mapping upfront
  • –Complex multi-building rollouts require more configuration than single-site deployments
  • –Some advanced automation patterns need engineering time to implement
Use scenarios
  • Workplace operations teams

    Monthly space utilization reporting

    Faster utilization reporting cycles

  • Real estate analytics teams

    Capacity planning across buildings

    More accurate capacity assumptions

Show 2 more scenarios
  • Engineering and integrations teams

    API-fed occupancy data workflows

    Lower manual reconciliation work

    Streams occupancy inputs into Density so dashboards update from an automated pipeline.

  • Workplace compliance teams

    Audit-friendly occupancy governance

    Fewer reporting discrepancies

    Uses controlled configuration changes to keep occupancy reporting consistent for internal governance review.

Best for: Fits when operations teams need automated occupancy reporting across zones and time, with API-fed governance.

#4

Planon

enterprise

Integrated workplace and facilities management software with space utilization capabilities.

8.5/10
Overall
Features8.5/10
Ease of Use8.5/10
Value8.5/10
Standout feature

Booking-to-utilization reporting that ties desk and room usage history into occupancy dashboards for capacity planning and space allocation.

Planon is differentiated by its enterprise facilities workflow focus combined with occupancy analytics driven from multiple access and sensor sources. It supports desk booking, room booking, and utilization reporting so occupancy reporting can be tied to how spaces are actually used.

Pros
  • +Strong support for linking booking activity to utilization reporting
  • +Configurable dashboards for zone-level occupancy and occupancy trend analysis
  • +Enterprise governance controls for admin teams managing multiple sites
  • +Integration options for data feeds used to calculate occupancy metrics
Cons
  • –Setup requires careful mapping between facilities data and occupancy inputs
  • –UI navigation can feel heavy when managing many sites and floor plans
  • –Some automation workflows depend on integration configuration rather than native rules
  • –Reporting coverage can lag for highly customized room-level edge cases
Use scenarios
  • Workplace corporate real estate

    Analyze desk and room utilization

    Utilization insights for decisions

  • Facilities maintenance teams

    Coordinate multi-building maintenance work

    Traceable maintenance execution

Show 2 more scenarios
  • Asset managers and planners

    Schedule recurring preventive maintenance

    Structured compliance evidence

    Planners create maintenance plans with calendars, instructions, inspections, and completion records.

  • Enterprise real estate teams

    Run property and sustainability operations

    Governed portfolio operations view

    Real estate and sustainability workflows are coordinated within shared operational processes.

Best for: Fits when facilities teams need booking-aware utilization analytics across many buildings with tight admin control.

#5

Robin

SMB

Workplace management platform combining desk and room booking with occupancy sensor integration.

8.3/10
Overall
Features8.3/10
Ease of Use8.3/10
Value8.3/10
Standout feature

Room utilization dashboards that correlate scheduled booking patterns with observed occupancy timelines.

Robin blends desk and room booking context with occupancy reporting so facilities and workplace teams can compare scheduled usage versus observed patterns. The admin experience supports managing locations, room metadata, and role-based access for reporting boundaries. Reporting is oriented around room-level utilization analytics with time-window views for peak occupancy and occupancy trend analysis.

Pros
  • +Room-level utilization reporting tied to booking context
  • +Admin workflows support consistent room metadata and RBAC
  • +Automation hooks for routing occupancy insights to operations
  • +Dashboards emphasize peak and trend views for capacity planning
Cons
  • –Best fit favors scheduling signals over IoT sensor density inputs
  • –Floor plan configuration requires governance discipline across sites
Use scenarios
  • Workplace operations teams

    Monitor peak room usage across floors

    Fewer capacity surprises

  • Facilities and planning teams

    Plan room reassignments by utilization

    Improved space utilization

Show 2 more scenarios
  • IT and workplace data teams

    Automate occupancy insight routing

    Faster stakeholder reporting

    Integrations support pushing occupancy metrics into existing dashboards and operational systems.

  • Real estate portfolio managers

    Compare utilization across multiple locations

    Clear cross-site benchmarking

    Time-window reporting standardizes occupancy comparisons across sites and departments.

Best for: Fits when workplace teams need room utilization dashboards with automation and tight admin control.

#6

Spacebring

vertical specialist

Coworking management software for bookings, access, memberships, and shared-space operations.

7.9/10
Overall
Features7.9/10
Ease of Use7.9/10
Value7.9/10
Standout feature

Occupancy data exchange through an API that supports automated synchronization with external reporting and monitoring systems.

Spacebring focuses on occupancy sensing deployments that need integrations from physical infrastructure into actionable dashboards and exports. It centers on occupancy measurement inputs and transforms them into room and zone occupancy reporting workflows with historical views for utilization tracking.

Pros
  • +API supports occupancy data exchange with external systems and dashboards
  • +Zone and room occupancy reporting with historical utilization views
  • +Automation-friendly workflow for recurring occupancy data updates
  • +Admin controls include role-based access and change audit visibility
Cons
  • –Integration work is heavier when sensor inputs require custom mapping
  • –Heatmap and floor overlay depth is limited compared with more mature suites
  • –Automation requires disciplined configuration to prevent data drift
  • –Reporting customization lags behind tools with deeper dashboard builders
Use scenarios
  • Office and workplace teams

    Manage flexible seating workflows

    Better shared space visibility

  • Coworking operations staff

    Run memberships and on-site workflows

    More consistent operations

Show 2 more scenarios
  • Workspace operations teams

    Coordinate multi-room booking status

    Fewer availability conflicts

    Operations teams manage availability, reservations, holds, assignments, and status changes across rooms.

  • Flexible-office managers

    Control hot-desk access and usage

    Controlled desk availability

    Managers apply desk assignment rules and check-in tracking to shared seating programs.

Best for: Fits when occupancy data must flow via API into custom dashboards across multiple sites.

#7

WorkInSync

enterprise

Workplace management software for desk booking, attendance, rooms, and utilization.

7.5/10
Overall
Features7.5/10
Ease of Use7.4/10
Value7.6/10
Standout feature

Rules-based occupancy configuration across desk and room objects with unified dashboards for multi-level space layouts.

WorkInSync coordinates occupancy tracking for desks, rooms, and zones with scheduled reporting and live space status views that tie sensor and access signals into usable utilization metrics. Its most distinctive strength is the configuration workflow for space hierarchy and occupancy rules, which supports consistent dashboards across multiple floors and teams.

Pros
  • +Space hierarchy configuration supports consistent dashboards across floors and zones
  • +Automation options reduce manual updates when rooms or desks change
  • +Occupancy rules cover desk and room workflows in the same reporting model
  • +Export-ready reporting formats fit downstream space utilization studies
Cons
  • –More governance work is needed to keep occupancy thresholds consistent
  • –Some integrations require administrator-led mapping between access signals and locations
  • –Zone-level views can become cluttered with large floor plans
  • –API coverage supports common automations but has limited public extensibility signals
Use scenarios
  • Facilities managers and space planners

    Plan desk and room utilization by zones

    Accurate utilization reporting for moves

  • Workplace operations teams

    Coordinate occupancy rules across multiple floors

    Standardized dashboards across locations

Show 2 more scenarios
  • IT and systems administrators

    Automate provisioning and data handoff

    Reduced manual reporting work

    Automation hooks support aligning reporting with space changes and integrating operational data exports.

  • Real estate analysts

    Analyze occupancy trends for utilization studies

    Evidence for space optimization

    Trend analysis and export patterns support studying occupancy behavior for space optimization and forecasting.

Best for: Fits when facilities teams need consistent occupancy reporting across multiple buildings with low operator effort.

#8

Yarooms

SMB

Workplace scheduling software for desks, rooms, visitors, and office utilization.

7.3/10
Overall
Features7.3/10
Ease of Use7.3/10
Value7.3/10
Standout feature

Threshold-based occupancy reporting rules that generate scheduled summaries tied to zone utilization changes.

Yarooms focuses on occupancy and desk or room utilization workflows built around real-world access signals. It centers on occupancy reporting dashboards that show utilization over time and by space zones, with exports designed for space utilization analytics use cases.

Pros
  • +Zone-level utilization reporting supports floor-to-floor capacity planning workflows
  • +Occupancy threshold alerts reduce manual monitoring of peak occupancy windows
  • +Dashboards include historical occupancy views for trend analysis and reporting cycles
  • +Export formats support downstream space utilization analytics and occupancy data export
Cons
  • –Limited room booking and desk booking depth versus scheduling-first occupancy tools
  • –IoT sensor integration coverage can require vendor-specific setup for consistent counts
  • –Advanced occupancy heatmap workflows depend on clean zone mapping inputs
  • –Automation and reporting cadence are constrained by the available configuration options
Use scenarios
  • Workplace strategists

    Review utilization demand patterns

    Better-informed allocations

  • Facilities managers

    Enforce approval for restricted rooms

    More consistent room access

Show 2 more scenarios
  • Facilities teams multi-office

    Standardize reservations across locations

    More centralized reservation operations

    Organizations manage rooms, users, resources, permissions, and policies across multiple offices.

  • Office operations teams

    Display live meeting panels

    Signage stays reservation-aligned

    Room panels show current and upcoming meetings pulled from synchronized booking data.

Best for: Fits when teams need zone utilization dashboards with threshold-based reporting and periodic exports for occupancy trend analysis.

#9

Optix

vertical specialist

Coworking software for memberships, room bookings, access control, and facility usage.

6.8/10
Overall
Features6.8/10
Ease of Use6.8/10
Value6.8/10
Standout feature

Floor-aware zone reporting that links occupancy trends and utilization metrics to building context for consistent operational views.

Optix collects occupancy signals from connected systems and turns them into floor-aware occupancy views for operators. It supports zone-level reporting, historical occupancy trend analysis, and utilization metrics tied to space capacity and schedules.

Pros
  • +Zone-based occupancy reporting tied to building layout context
  • +Historical occupancy trend analysis for peak and off-peak planning
  • +Occupancy data export supports repeatable reporting in BI tools
  • +Dashboard configuration supports shared views across facility teams
Cons
  • –Fewer automation patterns than incumbents with deeper workflow hooks
  • –Integration coverage for sensor and badge data can require specialized mapping
  • –Real-time occupancy views depend on upstream data freshness discipline
  • –Advanced governance controls are lighter than tools focused on enterprise rollouts
Use scenarios
  • Workplace facilities managers

    Assess capacity demand across spaces

    Capacity allocation decisions

  • Reception and community teams

    Manage visitors alongside bookings

    Less manual coordination

Show 2 more scenarios
  • Coworking flexible office operators

    Run desk hoteling reservations

    Fewer desk booking conflicts

    Operators publish desk availability and apply reservation policies for shared workspace use.

  • Multi-location coworking operators

    Administer settings by site

    Consistent administration with site context

    Operators organize workspace resources and operating practices across sites with different layouts and policies.

Best for: Fits when facilities teams need zone-level utilization dashboards and scheduled reports without deep custom automation.

#10

Nexudus

vertical specialist

Coworking management software for memberships, bookings, access, and space utilization.

6.6/10
Overall
Features6.6/10
Ease of Use6.7/10
Value6.5/10
Standout feature

Event and access-driven utilization reporting that maps operational activity to space-level usage, not just raw sensor counts.

Nexudus is an occupancy solution built around member and access workflows, then expanded into space analytics for staffed environments like clubs and community centers. Core capabilities include desk and room booking, capacity and floor planning context, and utilization reporting driven by event attendance and access events rather than only sensor telemetry.

Pros
  • +Booking and capacity alignment for multi-room facilities
  • +Utilization and occupancy reporting tied to access and attendance events
  • +Floor planning context to relate usage to zones and spaces
  • +Administrative configuration for policies and access rules
Cons
  • –Sensor-to-desk heatmap workflows are not the primary strength
  • –Occupancy trend analysis depends heavily on correct event and access ingestion
  • –API and automation surface is narrower than sensor-first occupancy tools
  • –Governance controls for multi-site rollouts require careful setup discipline
Use scenarios
  • Workplace leaders

    Analyze utilization against capacity plans

    Capacity planning input

  • Office administrators

    Coordinate meeting room reservations

    Fewer booking conflicts

Show 2 more scenarios
  • Coworking workspace operators

    Book resources and events with rules

    Consistent booking handling

    Operators schedule shared resources, rooms, and events using assignment rules and controlled availability.

  • Coworking business operators

    Combine memberships with usage reporting

    Shared operational view

    Operators manage member records and access control together with workspace booking and utilization reporting.

Best for: Fits when booking and member access events are the primary signals behind occupancy reporting and capacity planning.

Conclusion

After evaluating 10 occupancy software, VergeSense stands out as our overall top pick — it scored highest across our combined criteria of features, ease of use, and value, which is why it sits at #1 in the rankings above.

Our Top Pick
VergeSense

Use the comparison table and detailed reviews above to validate the fit against your own requirements before committing to a tool.

Frequently Asked Questions About Occupancy Software

How do VergeSense and Optix differ in the way they map people-count inputs to room or zone utilization dashboards?
VergeSense focuses on zone-level analytics and configurable mappings that translate people-count inputs into floor and room utilization reporting. Optix links occupancy trends and utilization metrics to building context for floor-aware zone views, then schedules exports for downstream BI.
Which tools use an API as a primary automation surface for occupancy data ingestion and scheduled reporting outputs?
Density uses an API for automated occupancy ingestion and scheduled reporting outputs tied to zone assets. Spacebring also centers an API surface for pushing and pulling occupancy data between systems for operational synchronization.
How does WorkInSync’s configuration workflow compare with Robin’s approach to tying meeting behavior to live floor plan context?
WorkInSync uses a rules-based configuration workflow across desk, room, and zone objects to keep dashboards aligned when space hierarchy changes. Robin correlates meeting behavior with floor plan visibility by centering room-level usage views and trend reporting around peak and off-peak patterns.
What breaks if a deployment relies only on desk booking history and ignores sensor or access signals?
Nexudus will still report utilization based on event attendance and access events, but it becomes dependent on those operational sources rather than only sensor telemetry. Skedda can produce utilization rate views from booking history, but it misses real-time occupancy dynamics that sensors or access events capture during walk-ins and unscheduled usage.
How should administrators approach SSO and RBAC when choosing between Planon and Yarooms?
Planon emphasizes enterprise rollout governance with access control for staff administering floor plans and reporting views. Yarooms uses admin configuration and role-based access patterns to govern who can view occupancy dashboards and threshold reports, so deployments need clear role assignment during setup.
Which tools provide exports intended for occupancy reporting dashboards and space utilization analytics workflows?
VergeSense supports occupancy data export and an API-oriented automation path for downstream reporting. Optix and Yarooms both provide occupancy data export paths that feed BI refresh workflows and recurring summaries used for occupancy trend analysis.
How do Density and VergeSense handle multi-source data without manual reconciliation in operational reporting?
Density routes multiple data sources into automated space utilization reporting via API and data import paths, with governance features focused on configuration control and auditability for outputs used in planning. VergeSense connects people-count inputs to operational views by turning them into zone-level dashboards with configurable mappings, then provides export and automation paths for consistent reporting.
When do trades-offs show up between Robin and SpaceIQ-style automation patterns around scheduling versus sensing?
Robin’s differentiator is correlating scheduled booking patterns with observed occupancy timelines, so it prioritizes room-level usage patterns tied to meetings. Spacebring prioritizes occupancy measurement inputs and API-driven synchronization, so it depends more directly on the sensing and data pipeline that feeds its room and zone workflows.
What data migration considerations matter most when onboarding facilities teams to WorkInSync or Planon for existing floor layouts?
WorkInSync centers on provisioning and data handoff hooks so administrators can keep reporting aligned with space hierarchy across multiple floors, which affects how existing desk and room objects are mapped. Planon emphasizes governance rollouts with admin-controlled floor plans and reporting views, so migrated floor context must match the organization’s administrative structure to avoid mismatched dashboard outputs.

Tools reviewed

Primary sources checked during evaluation.

Referenced in the comparison table and product reviews above.

How to Choose the Right Occupancy Software

Options differ most in how reliably they turn occupancy signals into decisions people can act on. The biggest separator is how well the solution handles the full loop from data capture to decisions, especially under Data export and automation that actually fits your workflow.

Signal sources and capture method coverage

Why it matters

Signal sources and capture method coverage determines how much of your environment the occupancy data can describe without blind spots. If you only capture one type of signal, your reports can miss peak periods or whole rooms.

How to check

Ask for a demo that shows where data comes from (for example, sensors, badge activity, or other facility signals) and what areas are supported. In a sample configuration, request a before/after map of which zones start reporting once you add each source type.

Zone and space mapping flexibility

Why it matters

Zone and space mapping flexibility matters because occupancy software lives or dies on correct placement of results. If mappings are rigid, you will spend time correcting labels instead of using the output.

How to check

Request a demo where an admin imports a simple floor plan or space list and then assigns zones. Then ask whether you can rename, regroup, and handle multiple floors without breaking existing reporting.

Automation rules for occupancy-driven actions

Why it matters

Automation rules for occupancy-driven actions keep the data from staying as a dashboard. Good rule logic lets you trigger workflows based on occupancy states you actually care about.

How to check

Ask to see one example workflow: for instance, what happens when occupancy crosses a threshold or remains high/low for a time window. Confirm what events are available (state changes vs. periodic updates) in the demo.

Data export and reporting outputs

Why it matters

Data export and reporting outputs determine whether occupancy software fits downstream tools like spreadsheets, building ops systems, or internal reporting. If exports are limited, you can’t validate or reuse what the system computes.

How to check

Request a sample export for both current and historical occupancy windows, including timestamps and zone identifiers. Confirm file format options and whether you can export raw inputs (when available) versus only derived occupancy.

Admin controls for provisioning and changes

Why it matters

Admin controls for provisioning and changes matter because occupancy configuration often changes with layout and staffing. If updates are hard to manage, you get inconsistent occupancy history across moves.

How to check

Ask how an admin adds a new room/zone and then updates it later without losing audit history. In the demo, perform a change (like renaming a zone) and ask what stays linked to past reports.

API and extensibility for occupancy data

Why it matters

API and extensibility for occupancy data lets teams connect occupancy signals to existing workflows and reports. The integration depth shows up in what data and events you can pull or push.

How to check

Ask the vendor to show a documented API call or webhook for occupancy updates, plus what authentication method is used in the docs. In a sandbox, verify you can retrieve occupancy states for selected zones and time ranges.

Red flags

  • It can’t explain which signals cover your spaces
  • Exports omit the identifiers you need to validate results
  • Automation triggers only on coarse time buckets

Fit by situation

  • If we need occupancy coverage across multiple zones, prioritize Signal sources and capture method coverage.
  • If our layouts change and we must preserve continuity, prioritize Zone and space mapping flexibility.
  • If we want occupancy to trigger workflows, prioritize Automation rules for occupancy-driven actions.
Commissioned Research

Funding and competing interests

This study was co-funded by several of the vendors assessed in it. No single vendor funded it. Funders could propose the market studied.

They had no role in selecting vendors, setting or weighting criteria, analysing data or drawing conclusions, and they received the same factual-accuracy check as every other vendor assessed.

Market definition, inclusion rules and criteria weights were fixed by an editor before research began and did not change afterwards. Editorial process →

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