PILOT STATUS: Illustrative dashboard data — validate against a real facility before making decisions
Illustrative scenario data • No live facility connected
Consent-First Gym Operations Pilot

See Occupancy, Utilization & Congestion Clearly

NotSquat is testing whether existing camera infrastructure can produce useful operator intelligence. The initial pilot focuses on occupancy, zone utilization, equipment dwell time, and congestion with explicit processing, retention, and data-rights terms.

Pilot Scope 4 Metrics
Initial Target 1 Facility
Evidence Gate 3 Outcomes
TIME CONTEXT:
FACILITY: Planet Fitness - Metro Mega-Hub (#1482)
ACTIVE FLOOR OCCUPANCY [CAPACITY]
114 / 160 Cap
71% Floor Density • Alert Threshold @ 90%
AVG SMITH / RACK DWELL [CADENCE]
18.2 min
Target <20.0 min • 54% Rest Time
EQUIPMENT QUEUE WAIT [QUEUE]
5.6 min (4 waiting)
Zone A Peak Window: 5:30 - 7:45 PM
SAFETY ANALYSIS [SAFETY]
Pilot data pending
Safety analysis is a future direction
90-DAY RETENTION LIFT [RETENTION]
To measure in pilot
Baseline and follow-up required

Pillar 1: Zone Heatmaps & Spatial Bottlenecks

Real-time optical floor plan utilization, queue density gradients, and foot-traffic trajectory vectors across all CCTV camera stations.

2D Architectural Floor Plan Heatmap INTERACTIVE OVERLAY
HEAT DENSITY:
LOW → CRITICAL
Commercial Zones LIVE CCTV

Zone A • Smith & Squat Alley

7/8 Smith Machines active. Average set turnaround: 18.2 min. 1 lifter resting >3.5 min (nudge prompt queued).

Queue: 5.6 min
Lifting: 24%
Resting: 54%
Idle / Phone: 18%

Pillar 2: Machine & Rack Dwell Times

Deconstruct total equipment occupancy into active concentric/eccentric work, rest intervals, and idle phone distraction.

Equipment Turnaround & Dwell Composition MEAN DURATION
Smith Machine Alley (Zone A) 18.2 min avg • Queue: 5.6m
Dumbbell Matrix & Benches (Zone B) 15.4 min avg • Queue: 4.2m
30-Minute Express Circuit (Zone C) 29.8 min avg • Queue: 0.0m
Cable Jungle & Towers (Zone D) 12.4 min avg • Queue: 3.8m
HydroMassage & Spa Loungers (Zone G) 10.0 min avg • Queue: 4.5m
Active Reps / Exercise
Set Rest Interval
Phone Staring / Mirror Idle
Clean / Wipe Down
Commercial Equipment Turnaround Insights

Optical tracking reveals that 54% of Smith Machine and Rack dwell time is passive rest between sets, with 18% lost to smartphone distraction.

3.4x
Members encountering >6 minute wait times at peak hours have 3.4x higher churn probability within 60 days.
Actionable Facility Strategy: Deploying NotSquat 16-Bit Gamified Rest Timers nudges member rest down to 120s, unlocking +4.8 additional workouts per station/day without requiring floor staff confrontation.

Pillar 3: Safety Analysis (Future Direction)

Movement and safety analysis may follow the operations pilot after technical validation, legal review, and operator demand. This demo does not certify insurance outcomes or determine injury risk.

Live Biomechanical Pose Visualizer 2D KINEMATICS
HAZARD MONITOR: ACTIVE
L4-L5 Lumbar Flexion: 34° Knee Valgus Deviation: 4.2° (Safe) Biomechanical State: NOMINAL (SAFE)
Commercial Safety & Liability Ledger AUTOMATED DISPATCH

Pillar 4: Peak Hours & Congestion Reporting

Illustrative congestion patterns for testing the operator workflow. Retention impact requires a real-facility baseline and follow-up measurement.

Weekly 24-Hour Congestion Heat Map PRESSURE BY 2-HR SLOTS
DAY 06:00 08:00 10:00 12:00 14:00 16:00 18:00 20:00 22:00
Future Retention Measurement
Baseline cohort: To measure
Follow-up cohort: To measure

Retention lift is not a current claim. The pilot will establish a baseline before any impact statement is made.

Operator action example: Use measured congestion and utilization patterns to test a layout or staffing change, then compare the result with the baseline.

Live Data Warehouse ClickHouse Query Console

Illustrative query concepts for a future operator warehouse: fact_zone_dwell, fact_equipment_utilization, and fact_congestion_windows.

notsquat-clickhouse-cluster01.internal:9000
Query OK • 0.0021s latency • ClickHouse Engine