All projects
AI governance tools, machine learning models, AI automation prototypes, and reporting work. Each project shows its real status: proof of concept, live demo, or code and write-up.
Tools and research that put governance into practice.
Hackathon project · April 2026
Links Canadian charity filings, federal grants, and Alberta open data to find funding loops for review. Every flag traces back to its source. Findings are signals for review, not proof.
PostgreSQL · Node.js · Splink · Claude API
Proof of concept
Measures governance readiness across nine areas with fixed scoring rules, a 5 by 5 risk matrix, and a ranked list of gaps.
Next.js · FastAPI · Python
Proof of concept
Helps smaller organizations compare AI tools against their needs, budget, data, and governance requirements, with the trade-offs written out.
Next.js · TypeScript
Proof of concept
Ranks possible AI use cases by value, feasibility, and risk. Value is shown as a range and risk is scored on its own.
Next.js · TypeScript
Write-up
An ethical analysis of Tesla's Optimus humanoid robot and the metaphors used to describe it.
Ethics analysis
Models built end to end, from data preparation to a working demo.
Live demo
Predicts Toronto subway delays from public data, with route options and a station map. Served with FastAPI.
Python · FastAPI · scikit-learn
Live demo
Risk-aware scheduling for TTC Line 1, using Prophet forecasts and mixed-integer optimization (PuLP).
Prophet · PuLP · Jupyter
Live demo
Sentiment analysis of public TTC rider feedback using BERT and VADER.
Python · BERT · VADER
Live demo
An interactive dashboard of TTC on-time performance, ridership, and delay trends.
Python · Dash · Plotly
Live demo
A diabetes risk model that combines the US BRFSS and Canadian CCHS health surveys.
Jupyter · Plotly
Live demo
Predicts customer lifetime value, groups customers into segments, and includes an ROI calculator.
Jupyter · scikit-learn
Code and write-up
Predicts which customers are likely to leave and groups them into segments.
Python · Streamlit
Working prototypes of agents and operational tools.
Live demo
An AI agent that collects Ontario auto insurance quotes across several channels.
Python · Claude Agent SDK · Playwright
Live demo
Customer segments, lifetime value, and churn prediction, with suggested engagement actions.
Streamlit · XGBoost
Live demo
Scheduling and job costing for HVAC and electrical field service businesses.
Python · Dashboard
Live demo
Predicts appointment no-shows, sends reminders, and shows a clinic dashboard.
Python · Flask · scikit-learn
Live demo
A restaurant ordering interface with a voice-enabled menu assistant.
JavaScript
Reporting work that turns data into clear numbers for managers.
Live demo
Eight Power BI dashboards across healthcare, finance, construction, retail, and transportation.
Power BI · DAX
Live demo
Four SQL case studies using window functions, CTEs, and joins.
SQL · PostgreSQL
Front-end builds that show how a product could work before back-end investment.
Proof of concept · fictional company
A front-end CRM prototype for residential real estate lead capture and pipeline tracking. The company name is invented.
JavaScript
Code and write-up
Listening and speaking assessment, level placement, and lesson unlocking for English learners.
Node.js · JavaScript
Proof-of-concept tools are not certified products. They do not replace legal advice, independent validation, or a formal compliance assessment.