Visit Authenticity Analyzer
Statistical fraud detection for pharmaceutical sales rep visits using GPS pattern analysis.
Detect suspicious visit patterns without knowing actual doctor locations. Uses self-consistency analysis and relative truth from historical data.
Five Authenticity Signals
Our advanced algorithms analyze multiple data points to ensure visit legitimacy.
Location Consistency
Multiple visits to the same doctor should cluster around the same coordinates. Variance beyond 50m indicates suspicious behavior.
Manager Corroboration
When managers are present, GPS readings from both devices must match within 50m. Cross-validation from independent sources.
Travel Feasibility
Physics-based impossibility detection. Sequential visits analyzed for realistic travel times and speeds under 100 km/h.
GPS Precision Analysis
Real GPS has natural variance. Coordinates too precise or identical across different locations indicate manual entry fraud.
Cluster Detection
Identifies multiple visits from identical coordinates suggesting home or office spoofing instead of actual field visits.
Weighted Scoring
Asymmetric penalty system where fraud signals impact trust more heavily. Confidence scores from 0-100, never binary labels.
Trusted by Industry Leaders
See what our clients say about SwaaS Visit Authenticity Analyzer.
"This tool has completely transformed how we audit our field operations. The location consistency analysis is a game changer."
"The ability to detect impossible travel speeds saved us from significant reporting errors. Highly recommended for auditing."
"Finally, a system that doesn't just flag everything but gives us a confidence score. It's fair to the reps and great for the business."
Ready to secure your field operations?
Join leading pharmaceutical companies in ensuring visit authenticity today.