AI Program Lead @ Daimler Trucks. I build production-grade agentic systems, real-time vision and voice AI, enterprise data platforms, and global compliance frameworks for companies that want results without the big-consultancy price tag.
The same methodology that delivers EUR 100K+ savings across Daimler's six departments. From voice agents to robotics vision, data platforms to global compliance. Production-ready systems with measurable ROI, delivered in weeks.
Multi-agent supervisor architectures using LangGraph and LangChain. Vision agents, document agents, voice agents, and domain specialists orchestrated through intelligent routing with tool calling, shared state, and conversation memory. From single-purpose agents to enterprise-scale ecosystems that reason across text, images, audio, and structured data in production.
Medallion architectures on Databricks and Delta Lake. Streaming pipelines, feature engineering, MLflow experiment tracking, and Unity Catalog governance. Production ML with XGBoost, time-series forecasting, and anomaly detection.
Intelligent automation for R&D workflows, engineering simulation pipelines, supplier qualification, procurement compliance, cross-departmental reporting, and technical benchmarking. Built for automotive, manufacturing, and heavy industry where precision and traceability are non-negotiable.
Real-time voice assistants with native audio pipelines, sub-300ms latency, interrupt detection, and extensible tool calling. Custom personas, session memory, and hands-free operation for field teams, customer service, and accessibility.
Real-time video intelligence with multi-tier perception: edge processing (OpenCV, YOLO, MediaPipe), cloud VLMs (Groq, Gemini), and LLM reasoning. Scene analysis, object tracking, document OCR, anomaly detection, and robotics action planning.
Identify highest-ROI use cases, design target architectures, evaluate build-vs-buy, and create 90-day execution plans. Technology selection, vendor assessment, and team capability mapping for companies starting or scaling their AI journey.
Automated competitor analysis, market benchmarking, and deep research pipelines. AI-powered web scraping with structured data extraction, multi-source synthesis, quality-controlled report generation, and presentation deck automation.
Regulatory readiness across jurisdictions: EU AI Act, GDPR, ISO 42001, NIST AI RMF, and industry-specific standards. Risk classification, model monitoring, bias auditing, and audit-ready documentation for regulated supply chains.
From discovery call to production — here's what the experience looks like.
Sam delivered a multi-agent system that cut our document processing time by 70%. What impressed me most was how production-ready everything was from day one.
We needed someone who understood both the ML engineering and the enterprise governance side. Sam built our entire data platform on Databricks in under eight weeks.
The voice agent Sam built handles 40% of our customer inquiries autonomously. Sub-300ms latency, multilingual, and our compliance team actually approved it.
Honest, fast, and technically exceptional. Sam identified that three of our five proposed AI initiatives would have failed, and redirected us to the two that delivered real ROI.
Sam delivered a multi-agent system that cut our document processing time by 70%. What impressed me most was how production-ready everything was from day one.
We needed someone who understood both the ML engineering and the enterprise governance side. Sam built our entire data platform on Databricks in under eight weeks.
The voice agent Sam built handles 40% of our customer inquiries autonomously. Sub-300ms latency, multilingual, and our compliance team actually approved it.
Honest, fast, and technically exceptional. Sam identified that three of our five proposed AI initiatives would have failed, and redirected us to the two that delivered real ROI.
Most consultants hand you a PDF and disappear. Sam handed us a production deployment, full documentation, and stayed until our team could run it independently.
The computer vision pipeline Sam architected processes 200+ SKUs in real-time on our warehouse floor. It paid for itself within the first quarter.
We went from zero ML infrastructure to a medallion architecture with automated model retraining. Sam thinks in systems, not just models.
Sam navigated EU AI Act compliance for our predictive maintenance system while the regulation was still being finalized. That kind of foresight is rare.
Most consultants hand you a PDF and disappear. Sam handed us a production deployment, full documentation, and stayed until our team could run it independently.
The computer vision pipeline Sam architected processes 200+ SKUs in real-time on our warehouse floor. It paid for itself within the first quarter.
We went from zero ML infrastructure to a medallion architecture with automated model retraining. Sam thinks in systems, not just models.
Sam navigated EU AI Act compliance for our predictive maintenance system while the regulation was still being finalized. That kind of foresight is rare.
Nine production-grade projects. From a single PostgreSQL database to real-time robotics vision. Each solves a real business problem.
ETL, Medallion, streaming, governance. Making messy data reliable before AI touches it.
Agents, RAG, ML in production. Systems with guardrails, governance, and human oversight.
A lean, results-focused process refined across enterprise deployments.
Free 30-minute call to understand your challenges and identify high-impact AI opportunities.
Within 48 hours: clear architecture, timeline, deliverables, and scope definition.
Weekly demos, continuous feedback, transparent progress. Working software every week.
Production deployment with docs, monitoring, and knowledge transfer. You own the system.
Send me a message on LinkedIn or book a free 30-minute discovery call. No pitch decks, just a conversation.
Free 30-minute discovery call · No commitments