What services does PreDev Consulting offer?

PreDev Consulting provides AI and data science consulting with focus on Computer Vision, Medical Imaging AI, Deep Learning, and MLOps. Services span from research and prototyping through production deployment.

Which industries does PreDev Consulting serve?

Primary focus areas include healthcare and medical imaging, autonomous systems, fashion technology, and government services. Representative projects involve MRI enhancement, embryo analysis, stroke diagnosis, and document processing.

What is the boutique consulting model?

The boutique model provides direct collaboration with a senior data scientist throughout the engagement. This ensures consistent expertise from architecture design through implementation, without knowledge transfer gaps between team members.

AI Engineeringfor Complex Challenges

Boutique consulting in Medical Imaging, Computer Vision, and Deep Learning. From research through production, with senior expertise throughout.

Direct collaboration with a senior data scientist. Proven delivery in healthcare AI, autonomous systems, and production ML.

Itamar Tsayag - Founder and Lead Data Scientist at PreDev Consulting, specializing in Computer Vision and Medical Imaging AI

About PreDev Consulting

PreDev Consulting offers direct access to a senior data scientist with production experience in Medical Imaging, Computer Vision, and Deep Learning.

Select projects include MRI image enhancement, IVF outcome prediction, stroke analysis systems, and real-time obstacle detection for autonomous platforms. Each represents deployed solutions in healthcare, navigation, and government services.

The boutique model ensures continuity: the same expertise that shapes your architecture also writes the code and optimizes performance.

Computer Vision
Medical Imaging
Deep Learning
Algorithm Design
MLOps
Production Deployment

Selected Case Studies

Production systems in medical imaging, computer vision, and applied machine learning.

AI-Powered Embryo Selection for IVF

Deep learning-based automated embryo assessment system integrating segmentation, classification, and temporal reasoning. Multi-modal framework combining U-Net, ResNet, Video Swin Transformers, and Siamese networks for comprehensive embryo evaluation from time-lapse microscopy.

Medical AIDeep LearningVideo ClassificationPyTorch LightningHealthcareComputer VisionTime-Lapse MicroscopyClinical Decision Support

AI-Powered CT Perfusion Analysis for Stroke

Automated CT perfusion analysis pipeline for acute stroke. Core and penumbra tissue classification in under 90 seconds to support thrombectomy decisions.

Medical ImagingStroke AnalysisDeep LearningCT PerfusionClinical AI

Real-Time Thermal Obstacle Detection

Real-time vertical obstacle detection using thermal infrared imagery. Hybrid classical and deep learning approach for low-altitude autonomous navigation.

Computer VisionThermal ImagingDeep LearningResNet50Real-Time Systems

AI-Driven Passport Photo Validation

Multi-stage passport photo validation pipeline for ICAO compliance. 98-point landmark detection, geometric registration, and automated cropping at scale.

Computer VisionFacial Landmark DetectionDeep LearningBiometric Standards

Confidential Projects

View Projects

Client Perspectives

Feedback from technical leaders across healthcare and applied AI.

“Itamar combines strong technical skills with a practical, results-oriented mindset. He doesn't just build models—he thinks about how to make them sustainable and usable. That kind of foresight and professionalism is rare.”

David Corcos

CTO, Agile MRI

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A brief conversation to understand your technical requirements and explore whether we are a good fit for your initiative.

Currently accepting new projects for Q1 2026