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ML-Powered
3D Posture Assessment
From Simple Mobile Photos
Client Challenge
The client is a digital health platform focused on musculoskeletal assessment, posture analysis, and preventive care.
They needed a scalable way to assess posture and body alignment without expensive hardware or fully manual evaluations.
The challenge was clear:
01
Remote posture
assessment from mobile
photos
02
Accurate, objective body measurements
03
Less reliance on manual visual checks
04
Better tools for physical therapists
05
Reduced therapist workload and burnout
06
Fast scan-to-report processing
07
Secure handling of sensitive health data
Incorrect measurements could lead to poor treatment recommendations, so accuracy, speed, and compliance were critical.
Solution Delivered by Zfort Group
Zfort Group built a full ML-powered health scanning ecosystem for mobile posture analysis and clinical reporting.
The platform included:
iOS and Android mobile scanning apps
3D reconstruction pipeline from just 4 photos
Automated
measurement engine
40+ body parameters calculated automatically
Posture deviation
analysis
Patient-friendly
reports
Provider-specific reports for doctors and physical therapists
Movement plan
generation logic
Backend platform
and APIs
Secure cloud
infrastructure
Admin and user
portals
The result: mobile scanning with no additional hardware, fast insights, and objective posture data for care teams.
Posture Intelligence Engine
The platform turns simple user photos into structured, clinically useful posture intelligence.
Key capabilities:
Body landmarkdetection
Pose estimation
Image segmentation
Image preprocessing with OpenCV
3D processing with Open3D
TensorFlow and PyTorch neural networks
Anatomically accurate 3D model reconstruction
Scaling, smoothing, artifact reduction, and rotation correction
Asymmetry detection not easily visible to the human eye
Data analytics layer for measurements, deviations, and reporting
Think: faster assessments, better consistency, less manual measuring.
Security & Compliance
Built for sensitive healthcare data:
01
Security by Design
02
HIPAA-aligned architecture
03
ISO 27001-aligned infrastructure and processes
04
Data anonymization
05
Minimal data exposure
06
Secure service communication
07
Role-based access control
08
Secure cloud processing
Results & Impact
01
3-5 minute scan-to-report
processing
02
40+ body parameters
calculated automatically
03
~90% reduction inmanual measurements
04
46% reduction in physical
therapist assessment time
05
Time spent on paperwork
drastically reduced
06
Improved scan
consistency
07
Lower hardware and
operational costs
08
Stronger trust through HIPAA
and ISO-aligned security
09
Better experience for
patients and providers
Why It Matters for Medical Professionals
Physical therapists need fast, objective, and easy-to-understand posture data.
This platform helps move assessments from manual visual checks to ML-assisted, measurement-based decision support.
The result: faster evaluations, clearer reporting, less repetitive work, and better patient communication.
Zfort Group’s HealthTech Advantage
01
AI/ML powered
healthcare platforms
02
3D reconstruction and
computer vision
03
Mobile-first digital healthproducts
04
Automated clinicalmeasurement tools
05
Provider-focused
reporting
06
HIPAA-aligned
delivery
07
ISO 27001-aligned
security practices
08
Scalable cloud infrastructure for
global digital health products
Contact Information
To coordinate next steps please contact:
Zfort Group - Your reliable partner
Advisory Team
Roman Korzh
Chief Executive Officer
Anna Slipets
Business Development Manager