About SCF AI
Pioneering the future of supply chain financing with privacy-preserving federated learning and transparent explainable AI. Built by experts, trusted by enterprises.
Our Story
Founded in 2020 by a team of AI researchers, financial experts, and supply chain specialists, SCF AI was born from a simple insight: traditional credit scoring models were failing businesses in complex supply chains, and privacy concerns were limiting collaboration across the financial ecosystem.
We saw an opportunity to combine cutting-edge federated learning with explainable AI to create a platform that could deliver accurate, transparent credit decisions while preserving data privacy. Our mission was to democratize access to intelligent supply chain financing and build trust through transparency.
Today, SCF AI serves over 500 enterprise clients across 30+ countries, processing billions in transaction data and enabling faster, fairer, and more secure supply chain financing decisions.
Our Mission & Vision
Guiding principles that drive our innovation and commitment to transforming supply chain finance.
To democratize intelligent supply chain financing by building AI systems that are private by design, transparent by default, and accessible to businesses of all sizes.
A world where every business in every supply chain has access to fair, fast, and explainable credit, powered by collaborative intelligence that respects data privacy and builds trust.
Our Core Values
The principles that guide every decision we make and every product we build.
Federated learning ensures data never leaves your infrastructure. Privacy is not an afterthought — it's our foundation.
Every decision is explainable and auditable. We believe transparency builds trust and enables better outcomes for everyone.
Collective learning across institutions creates smarter, more robust AI models that benefit the entire ecosystem
We build AI that is fair, unbiased, and accountable. Our XAI framework ensures responsible AI deployment at scale.
Technology Leadership
Our team brings together world-class expertise in AI, finance, and supply chain management.
Federated Learning
Pioneering privacy-preserving machine learning across financial institutions. Our FL framework enables collaborative model training without data sharing.
Explainable AI
State-of-the-art XAI framework providing human-readable explanations for every credit decision. SHAP, LIME, and counterfactual analysis at scale.\n
Supply Chain Intelligence
Graph-based analytics and predictive modeling for supply chain risk, dependency mapping, and financial flow optimization.
Leadership Team
Meet the visionaries driving innovation in AI-powered supply chain financing.
Daniel Destaw
Engineer & Co-Founder
PhD in Machine Learning from Stanford. Former AI Research Lead at Google. 15+ years in federated learning and privacy-preserving AI.
Our Technology Stack
Building the future of supply chain financing with cutting-edge AI and privacy-preserving technologies.
- TensorFlow Federated
- PyTorch & PySyft
- SHAP & LIME for XAI
- Differential Privacy Libraries
- Secure Multi-Party Computation
- Homomorphic Encryption
- Graph Databases (Neo4j)
- ERP & Banking APIs
- SOC 2 & ISO 27001
- GDPR & Data Privacy
- Blockchain Verification
- Audit & Compliance Logging
Our Impact
Measurable results that demonstrate our commitment to transforming supply chain financing.