Accuracy Framework
Pro2 accuracy is an inherent capability of the system. It is delivered through measured metrics, environmental resilience, transparent validation, and continuous integrity monitoring, ensuring data remains business‑usable across locations, conditions, and time.
Measured & Verifiable Metrics
Measured, Verifiable Operational Metrics
Pro2 produces a comprehensive set of operational metrics. Each metric is quantifiable, inspectable, and verifiable, providing a reliable basis for business analysis rather than a single headline accuracy figure.
Measured metrics include:
- Footfall (in / out)
- Staff exclusion
- Returning visitor identification (device‑based, future‑ready)
- Group size detection
- Demographics (age, gender)
- Engagement rate
- Queue length and queue dwell
- Zone‑level traffic metrics
These metrics form the foundation of accuracy by enabling validation, cross‑checking, and contextual interpretation.
Accurate in All Environments
Resilient Across Operational Environments
Pro2 is designed to maintain consistent accuracy across diverse and imperfect environments. By combining spatial understanding, behavioural analysis, and historical context learning, accuracy remains stable beyond controlled conditions.
Pro2 performs reliably in:
- Low‑light and night environments
- High‑density and crowded flows
- Partial occlusion from trolleys, shelving, or fixtures
- Low‑ceiling and high‑ceiling installations
- Semi‑outdoor and transitional entrances
Environmental resilience is essential for industrial deployments where conditions vary and cannot be optimised for analytics alone.
Explainable & Verifiable Accuracy
Explainable, Transparent, Business‑Ready Accuracy
Pro2 accuracy is transparent and explainable through a structured validation workflow. Performance can be reviewed against SLAs, contextual factors can be examined, and outcomes assessed collaboratively to determine business usability.
The validation workspace provides:
- Continuous visibility of accuracy status
- Trend and variance inspection over time
- Zone‑ and device‑level drill‑down
- Supporting evidence for review and discussion
What the system observes is visible to stakeholders, enabling informed decisions rather than blind trust.
Consistency & Data Integrity
Continuous Accuracy Monitoring & Integrity
Pro2 autonomously monitors accuracy and consistency across all devices and metrics. Automated rules, environmental signals, and model benchmarks detect deviations early, preventing substandard or anomalous data from influencing downstream analytics or decisions.
Key integrity functions include:
- Accuracy and consistency monitoring across device fleets
- SLA threshold evaluation
- Drift and anomaly detection
- Automated alerts and escalation
- Corrective and mitigation workflows
This ensures that data quality is actively protected throughout the system lifecycle.
Designed for Business Use
Pro2 accuracy is measurable, verifiable, and continuously protected. By combining metric depth, environmental resilience, transparent validation, and automated integrity monitoring, Pro2 delivers data that organisations can rely on for operational and strategic decision‑making at scale.