Projects

This section highlights selected projects delivered across enterprise and startup environments. The work spans independent client engagements executed through my company, Intellisy, as well as large-scale enterprise programs delivered during my tenure at Honeywell. Each project reflects hands-on responsibility for system design, integration, analytics, and delivery in live production environments.

City of Toronto Municipality Commercial Properties Portfolio

Delivered via Intellisy

Role
Co-Founder & Lead Systems Integrator · Data Analytics Architect · Project Manager

Context
Led the design and deployment of a centralized analytics and monitoring platform across a portfolio of commercial buildings operated by the City of Toronto Government Municipality. The engagement was delivered through Intellisy as part of a multi-building energy optimization initiative.

What Was Built

Integrated live data from HVAC systems, energy meters, and environmental sensors into a centralized analytics platform
Designed semantic data models using Project Haystack to standardize building data
Implemented AXON-based preprocessing and analytics for fault detection and performance tracking
Developed role-specific dashboards for operations and energy management teams

Impact

~20% reduction in operational energy expenses across target facilities
Improved fault visibility and reduced reactive maintenance
Analytics coverage across 22+ public buildings

Technology Stack
SkySpark · AXON · Folio DB · BACnet · Project Haystack

Humber College Multi-Campus Analytics Suite Deployment

Delivered via Intellisy

Role
Co-Founder & Lead Systems Integrator · Data Analytics Architect · Project Manager

Context
Led the deployment of a centralized analytics and monitoring platform across multiple buildings within Humber College’s campus environment. The engagement focused on unifying data from diverse building systems to improve operational visibility, energy performance, and response across a distributed academic portfolio.

What Was Built

Integrated live data streams from HVAC systems, meters, and building equipment across multiple campus buildings into a centralized analytics platform
Structured building and equipment data using Project Haystack to enable consistent tagging across varied systems and facilities
Developed custom AXON logic for equipment monitoring, comfort analysis, and operational performance tracking
Designed role-specific dashboards supporting day-to-day operations as well as longer-term planning for facilities and energy teams

Impact

Enabled portfolio-level visibility across multiple academic buildings
Improved fault detection and response consistency across the campus
Delivered a scalable analytics framework designed for phased expansion to additional buildings or campuses

Technology Stack
Niagara JACE · SkySpark · AXON · Project Haystack · BACnet · Rest API

Cadillac Fairview - Retail Mall Portfolio Analytics Suite

Delivered via Intellisy

Role
Co-Founder & Lead Systems Integrator · Data Analytics Architect · Project Manager

Context
Delivered a centralized building analytics and monitoring solution across a portfolio of large retail shopping centres operated by Cadillac Fairview. The engagement focused on improving energy performance, operational visibility, and fault detection across high-traffic retail environments with varied operating schedules and occupancy patterns.

What Was Built

Integrated live data from HVAC systems, energy meters, and critical retail infrastructure across multiple mall sites into a centralized analytics platform
Structured building and equipment data using Project Haystack to standardize tagging across diverse retail assets
Implemented AXON-based analytics for equipment performance monitoring, energy trend analysis, and fault detection
Designed dashboards tailored for facilities and operations teams to monitor performance across sites and quickly identify anomalies

Impact

Achieved energy and operational performance improvements consistent with municipal and campus deployments
Reduced reactive maintenance through earlier fault identification across retail assets
Enabled portfolio-level visibility and comparison across multiple shopping centres

Technology Stack
Niagara JACE · SkySpark · AXON · Project Haystack · BACnet

Honeywell Forge Enterprise Deployment

Delivered during employment at Honeywell

Role
Team Lead - Honeywell Forge Roll-out Program

Context
Led regional deployments of Honeywell Forge, Honeywell’s cloud-based building intelligence platform, across a diverse portfolio of facilities in Canada. Deployments spanned healthcare, education, and commercial buildings, each with unique operational, regulatory, and system constraints.

Each site typically involved large-scale data environments, averaging 20,000+ real-time data points, requiring careful coordination between edge systems, cloud services, and local facility teams.

What Was Delivered

Led site-specific deployment planning aligned with operational priorities, comfort requirements, and compliance needs
Oversaw integration design for BMS systems, including data modeling, control strategy alignment, and performance benchmarking
Coordinated with local facility stakeholders to gather system architecture details, equipment inventories, and metadata required for analytics configuration
Worked closely with Honeywell’s global engineering and product teams to configure edge-to-cloud data flows and resolve deployment-specific challenges
Supported standardization of deployment practices to improve consistency and repeatability across the regional portfolio

Impact

Enabled data-driven performance optimization across 50+ facilities
Delivered consistent analytics and operational insights across varied building types and system architectures
Improved deployment efficiency through standardized workflows and reusable deployment components
Strengthened the feedback loop between field deployments and product engineering teams

Technology Stack
Honeywell Forge · Honeywell ComfortPoint Open · Niagara JACE · BACnet · Azure Cloud