Portfolio

AI & Product Development Work

A collection of projects demonstrating AI implementation, product strategy, and technical leadership across different domains and scales.

AI Content Pipeline at Scale

Production System

End-to-end LLM-powered content production system that generated 4,000+ articles while maintaining human-quality standards. Led cross-functional team to deliver $1M+ in cost savings.

                                    4,000+
                                    Articles Published
                                

                                    8.4/10
                                    Quality Score
                                

                                    ~$1M
                                    Cost Savings
                                

LLM Integration Python API Design Fact-Checking Team Leadership

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Leadership Case Study: Scaling The Ascent

Leadership Impact

Transformed The Motley Fool's $100M+ personal finance business by diagnosing systemic bottlenecks and implementing cross-functional frameworks that unlocked sustainable growth while reducing operational risk.

                                    $100M+
                                    Revenue Run Rate
                                

                                    34%
                                    YoY Growth
                                

                                    18%
                                    Beat Budget
                                

OKR Implementation Cross-Functional CRO Strategic Partnerships Team Leadership Business Strategy

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Product Case Study: Building Motley Fool Deutschland

Product Strategy

Built a multi-million euro investing business from scratch in Germany through user-obsessed product development that prioritized cultural adaptation over translation. Relocated to Berlin to embed in the market, resulting in successful exit to German buyout group.

                                    €2M+
                                    Annual Revenue
                                

                                    100K+
                                    Marketing List
                                

                                    €1M+
                                    Annual Profit
                                

User Research Market Entry Strategy Cultural Adaptation Product Development International Expansion

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Product Leadership: Building an LLM Fact-Checker

AI System Design

Developed and secured legal approval for the first fully automated AI fact-checking system at The Motley Fool. Removed the critical bottleneck preventing AI content scale by creating a verifiable audit trail system that met legal standards for high-stakes financial content.

                                    8.4/10
                                    Quality Score
                                

                                    Legal
                                    Approval Achieved
                                

                                    1000s
                                    Articles/Month Scale
                                

LLM Integration Python Legal Compliance System Design Quality Assurance

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The Agoraeon (Multi-Persona Chat)

Live Demo

An AI conversation platform that transforms how people think through complex ideas by using multiple distinct personas as "lenses" on the LLM knowledge base. Users can engage different perspectives in a single conversation thread using Slack-like @ mentions.

                                    Multi-Persona
                                    AI Perspectives
                                

                                    @ Mentions
                                    Seamless Switching
                                

                                    Memory
                                    Vector Database
                                

LLM Integration Persona Design PostgreSQL Chroma Vector DB Conversation Flow

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Multi-Model AI Evaluation Tool

In Development

Cross-platform tool for testing and comparing prompts across multiple LLM providers. Built to solve the model selection and evaluation challenges I encountered in production.

React API Integration Model Comparison Data Visualization

Coming Soon

Additional Projects

Coming Soon

More case studies and project deep-dives covering AI strategy, product development, and technical implementation across various industries and scales.

More Projects Coming

Interested in AI Implementation?

I help organizations move from AI experimentation to production systems that deliver real business value.

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