Hi, I'm Alexander McIntosh
AI Consultant & Machine Learning Architect
AI Consultant & Systems Architect delivering enterprise conversational analytics, production voice & agentic workflows, and interpretable machine learning at scale.
Consultant, Artificial Intelligence
Pioneer Management Consulting
Minneapolis, MN
Advising enterprise leadership and delivering custom AI architectures, conversational analytics, and agentic automation to drive sustainable business adoption.
AI/ML Engineer Associate
Optum
Eden Prairie, MN
Architected and built enterprise-scale agentic voice AI systems with end-to-end observability, delivering AI tools to 400K+ employees.
Data Engineer Associate
Optum
Eden Prairie, MN
Architected and deployed enterprise-scale agentic AI systems with end-to-end observability, enhancing productivity for over 400K employees
Data Science and Engineering Associate
Optum
Eden Prairie, MN
Developed and operationalized ML models and multi-agent systems to drive analytics and improve enterprise decision-making.
Software Engineer
Constelleum LLC
Designed and developed a physically accessible multiplayer online video game
Master of Science in Computer Science
Georgia Institute of Technology
Achievements
- Machine Learning specialization
Key Courses
MicroMasters in Statistics and Data Science
MITx
Key Courses
Bachelor of Arts in Physics
Saint John's University
Achievements
- Minored in Music and Mathematics
- Phi Beta Kappa Honor Society Member
- Men's Chorus President
Key Courses
Professional Certifications
SimLM Review - CS7643 Final Project
Simulation-guided large language model for enhanced context engineering
ARC AGI
Computer-vision enhanced agent-based solver for the ARC AGI challenge, a benchmark for artificial general intelligence
Autonomous multi-agent workflows, streaming voice pipelines, and tool execution protocols.
High-performance data computing, manipulation, and full-stack integration.
Statistical inference, deep learning architectures, and predictive modeling.
Distributed lakehouse architectures, ETL orchestration, and vector indexing.
Containerized microservices, distributed telemetry, and cloud deployments.
Let's Work Together
Have an enterprise project or AI architecture inquiry in mind? Connect directly or schedule an exploratory discussion.
AI Consulting & Advisory
Available for custom enterprise AI architectures, conversational analytics, and model explainability roadmaps via Pioneer Management Consulting.
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