Samson Bakos
Applied Ai Developer @Klick
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WORK HISTORY
Applied Ai Developer @Klick
Principal Architect for InsightFull, Klick\'s headline data intelligence platform, delivering a modular generative-AI workflow capable of analyzing millions of documents with human-level nuance, leading end-to-end design and deployment to support complex, customized client business queries with accuracy, scalability, and insights beyond the reach of manual review- Built a hybrid AI/ML classification system producing expert-level, hierarchical taxonomies at scale 400× faster than manual labeling. Eliminated thousands of hours of repetitive work and unlocked entirely new categories of analytics- Designed AI-powered moderation and content-analysis system that operates reliably in high-compliance environments- Actively drive automation capabilities to a level that enables new strategic insights and quantitative analysis previously infeasible due to cost or effort- Act as a bridge between technical and strategy teams, aligning AI capabilities with business goals and client needs- Lead AI adoption through internal education, outreach, and business development engagement.
EDUCATION
The University of British Columbia
Master of Science - MS
The University of British Columbia
Bachelor of Applied Science - BASc
The University of British Columbia
Bachelor of Education - BEd
ABOUT SAMSON BAKOS
Applied AI Developer focused on building production-grade generative AI systems that scale analysis and insight far beyond what’s possible manually. I lead the build of InsightFull, a platform that uses LLM-automated workflows to transform massive volumes of unstructured data into actionable intelligence at human-level nuance. My work replaces thousands of hours of manual effort, enables analytics that would have been prohibitively costly or impossible by hand, and turns data scale into strategic advantage, moving from anecdote to statistically confident evidence.
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