Work

Systems built for real operations.

Delivered and active platforms across industrial operations, construction, geospatial intelligence, and economic development.

Industrial Operations Intelligence System

Aggregate

DeliveredEnterprise Operations~13M Tonnes · Multi-Site Portfolio

Aggregate was developed as an operations intelligence system designed to consolidate visibility across a portfolio of production sites representing approximately 13 million tonnes of output. The system brought multiple sites into a more unified operating picture and established the framework for broader national deployment of a platform built on the same model. Beyond the scale of the environment, the project demonstrated the ability to create a level 3 system with level 1 resources — delivering high-value operational structure, visibility, and strategic leverage under tight constraints.

System Capabilities

Multi-Site Visibility

Consolidated operational awareness across a distributed portfolio of production sites into a single coherent view.

13M Tonne Production Context

Designed for a portfolio representing approximately 13 million tonnes of annual output across multiple facilities.

Unified Operating Picture

Brought fragmented site-level data into a structured, portfolio-wide intelligence layer for leadership use.

National Deployment Framework

Established the architectural foundation and operational model for broader national rollout across the organization.

Lean-Resource Execution

Delivered enterprise-grade operational intelligence under constrained conditions — a level 3 system built with level 1 resources.

Enterprise Systems Thinking

Applied scalable systems architecture to an industrial environment where reporting typically lacks strategic integration.

Operations IntelligenceIndustrial SystemsMulti-Site VisibilityProduction PortfolioEnterprise FrameworkStrategic OperationsLean ExecutionScalable Infrastructure
Regional Command
Click to explore
What This Work Demonstrates

Builds operational intelligence, not just interfaces

Creates structure across complex production portfolios

Designs scalable systems from lean conditions

Translates fragmented operations into a coherent strategic view

Delivers high-leverage systems in real industrial settings

Operational Intelligence Platform

FieldSync

DeliveredField OperationsBillion-Dollar Project

FieldSync was developed as an operational platform designed to work alongside an incumbent system with clear limitations. The platform ingested and integrated project data, tracked changes across key workflows, and generated field notifications tied to events such as work order updates and change order requests. Built in the context of a billion-dollar project, the system directly improved coordination and operational efficiency for the delivery team by creating faster visibility into changes that affected field execution.

System Capabilities

Incumbent System Integration

Designed to extend and complement an existing project management system where native capabilities fell short of field needs.

Project Data Ingestion

Ingested and normalized project data from existing sources to create a more structured and accessible operational layer.

Field Notification Workflows

Generated timely field notifications tied to workflow changes, keeping delivery teams informed as project conditions shifted.

Work Order Change Visibility

Tracked and surfaced changes to work orders so field teams could respond to updates without delay or manual monitoring.

Change Order Request Tracking

Monitored change order requests and flagged relevant updates, improving coordination between office and field operations.

Billion-Dollar Project Context

Built and deployed in the context of a major construction project where coordination gaps had real operational consequences.

Operational IntelligenceField CoordinationWorkflow VisibilitySystem IntegrationChange ManagementProject DeliveryTeam EfficiencyConstruction Operations
Field Operations
Click to explore
What This Work Demonstrates

Extends value in environments where existing systems fall short

Creates actionable visibility instead of passive reporting

Improves coordination through operationally relevant signals

Builds systems that support execution in complex live environments

Delivers practical intelligence at project scale

AI Repair Intelligence

GarageMate

DeliveredService Platform

GarageMate demonstrates how AI, repair documentation, and structured workflows can combine into a practical service experience for equipment owners, service networks, and maintenance platforms. The system manages a digital garage of equipment, automatically gathers and indexes machine-specific documentation, and provides guided AI-powered troubleshooting grounded in real manuals and parts diagrams. Once a diagnosis is verified, the system generates a complete repair package — including parts lists with sourcing, required tools, consumables, and a step-by-step job aid.

System Capabilities

Digital Garage

Users manage their own equipment library with machine-specific profiles, service history, and operational status tracking.

Documentation Intelligence

The system automatically gathers, parses, and indexes operator manuals, service manuals, parts diagrams, and troubleshooting guides for each piece of equipment.

AI-Guided Diagnosis

Conversational troubleshooting grounded in machine-specific documentation. The AI walks users through systematic diagnostic checks with visible confidence progression.

Verified Fault Identification

Diagnosis moves from unverified through likely to verified, with each check cross-referenced against manufacturer documentation and cited sources.

Work Order Generation

Once diagnosis is confirmed, the system generates a complete repair package with parts, tools, consumables, safety notes, and estimated time.

Parts Sourcing

Simulated internet-assisted sourcing shows part numbers, vendors, prices, and availability status — ready for procurement.

Structured Job Aid

Step-by-step repair instructions written for the specific machine and fault, serving as a practical guide for completing the repair.

AI AssistantKnowledge RetrievalEquipment ManagementTroubleshootingWork OrdersParts SourcingJob AidsRAG Systems
AI Repair Workspace
Click to explore
What This Work Demonstrates

Shows how AI copilots can be grounded in domain-specific documentation

Demonstrates RAG-style knowledge systems for equipment-aware workflows

Illustrates guided troubleshooting that builds trust through visible reasoning

Proves work-order generation systems can be intelligent and context-aware

Adaptable concept for automotive, HVAC, marine, agricultural, and industrial service

Indigenous Economic Participation System

Groundwork

In DevelopmentIndigenous-Governed · OCAP-AlignedEcosystem Platform

Groundwork connects guided ideation, project structuring, grant discovery, planning tools, contractor brokerage, and Indigenous-governed intelligence infrastructure into a unified pathway from concept to execution. Rather than treating development as short-term project participation, the platform is designed to build long-term Indigenous enterprise capacity inside a sovereign, community-controlled ecosystem.

System Capabilities

AI Project Charters

AI-supported ideation that helps community members shape raw ideas into structured, fundable project charters.

Funding Discovery

Automated grant and funding discovery matched to project scope, eligibility criteria, and community priorities.

Planning Workflows

Structured planning and execution tools that move projects from concept through milestones to delivery.

Contractor Brokerage

Matching and coordination layer that connects projects with qualified contractors and builds delivery consortiums.

Consortium Formation

Tools for assembling multi-party delivery teams around large-scale infrastructure and development opportunities.

BOREAL Intelligence Integration

Direct connection to the BOREAL geospatial platform for regional context, spatial analysis, and opportunity mapping.

Sovereignty-Aware Governance

OCAP-aligned data governance direction ensuring community control over knowledge, data, and decision architecture.

Community Knowledge Architecture

Indigenous-governed intelligence infrastructure that keeps institutional knowledge within community control.

Economic ParticipationAI-Native PlatformEntrepreneurship SystemGrant DiscoveryConsortium FormationSovereign DataOCAP-AlignedVenture Architecture
What This Work Demonstrates

Designs ecosystems, not just applications

Connects software, services, and governance into one operating model

Turns ideas into executable, funded projects

Links opportunity to long-term enterprise formation

Builds platforms grounded in real organizational capability

Embeds sovereignty and data governance into system design

Executive Geospatial Intelligence Platform

BOREAL

ActiveRestricted — Executive Only

BOREAL brings together First Nations communities, energy infrastructure, major projects, and prospective developments into a unified geospatial environment. The platform was designed to support not just visualization, but spatial reasoning — including the analysis of uploaded project geometry in relation to surrounding assets, communities, and development activity.

System Capabilities

Executive-Only Access

Restricted-access architecture designed for leadership-level decision making and strategic oversight.

Regional Intelligence Layers

Layered territorial intelligence spanning communities, infrastructure corridors, and development zones.

Infrastructure + Community Mapping

Integrated view of energy assets, transportation networks, First Nations communities, and active projects.

Prospective Project Upload

GeoJSON upload workflows that allow leadership to evaluate proposed developments against existing regional context.

Spatial Proximity Analysis

Automated analysis of spatial relationships between uploaded geometry and surrounding assets, communities, and activity.

Development-Stage Intelligence

Future-facing layers for mining claims, development permits, and emerging project activity across the region.

Geospatial IntelligenceExecutive DashboardRegional StrategySpatial AnalysisInfrastructure Mapping
What This Work Demonstrates

Builds intelligence environments, not just interfaces

Connects geography, infrastructure, and decision-making

Designs systems for executive understanding and operational context

Turns regional data into strategic visibility

Intelligent Automation System

Relay

ActiveStudio Operations

Relay is the operational backbone of n40 STUDIO's intake pipeline. It processes inbound communications — emails, form submissions, and voice notes — classifies the intent and urgency of each request, and routes them into structured workflows with the appropriate context attached. Rather than relying on manual triage, Relay creates a disciplined, AI-assisted intake loop that ensures nothing falls through the cracks and every inbound signal receives the right operational treatment.

System Capabilities

Multi-Channel Intake

Processes inbound requests from email, contact forms, and voice notes into a unified intake pipeline.

Intent Classification

AI-driven classification that identifies the nature, urgency, and routing requirements of each inbound request.

Structured Workflow Dispatch

Routes classified requests into purpose-built workflows — project inquiries, partnership signals, general questions — with appropriate context.

AI Assessment Layer

Generates structured assessments of inbound opportunities including scope clarity, strategic fit, and engagement readiness.

Operational Context Packaging

Attaches relevant context to each routed request so downstream workflows start with structured intelligence, not raw messages.

Pipeline Visibility

Creates a clear operational view of all active intake — what came in, where it was routed, and what needs attention.

AutomationAI TriageIntake ProcessingWorkflow RoutingOperational PipelineMulti-Channel
What This Work Demonstrates

Turns inbound noise into structured operational signals

Automates triage without losing context or nuance

Demonstrates AI-native workflow design at the operational level

Builds intake discipline that scales with volume

Knowledge Intelligence Platform

Atlas

In DevelopmentStudio Infrastructure

Atlas is designed to solve a problem most organizations ignore until it costs them: institutional knowledge that lives in people's heads, scattered documents, and tribal memory. The platform ingests operational documentation, system architecture records, decision logs, and project history into a structured, searchable knowledge graph. It gives the studio — and eventually its clients — a persistent, queryable memory of how systems work, why decisions were made, and where institutional knowledge actually lives.

System Capabilities

Knowledge Graph Architecture

Organizes documentation, decisions, and system context into a structured graph that surfaces relationships between concepts.

Operational Documentation Ingestion

Ingests system documentation, architecture records, and operational procedures into a normalized knowledge layer.

Decision Log Tracking

Captures the reasoning behind key decisions so institutional knowledge persists beyond the people who made them.

System Map Visualization

Maps the relationships between systems, services, and operational workflows into navigable visual architecture.

Searchable Institutional Memory

Provides natural-language search across all ingested knowledge — making organizational memory queryable instead of anecdotal.

Context-Aware Retrieval

Surfaces relevant historical context when working on related systems or revisiting past decisions.

Knowledge ManagementDocumentation IntelligenceInstitutional MemorySearchKnowledge GraphOrganizational Context
What This Work Demonstrates

Turns tribal knowledge into persistent institutional memory

Makes organizational context searchable and reusable

Prevents knowledge loss during team transitions

Demonstrates knowledge-system design for complex environments

AI Monitoring and Intelligence System

Signal

In DevelopmentStudio Infrastructure

Signal watches the operational environment continuously — monitoring data streams, system health, and activity patterns to surface meaningful signals before they become problems. The system is designed to move beyond passive dashboards and reactive alerting into proactive pattern recognition. It identifies anomalies, trend shifts, and emerging conditions across multiple input streams, then packages those signals into structured intelligence that supports faster, better-informed decisions.

System Capabilities

Multi-Stream Monitoring

Watches multiple operational data streams simultaneously, correlating patterns across different sources and systems.

Anomaly Detection

AI-driven pattern recognition that identifies deviations from expected behavior before they escalate into operational issues.

Trend Intelligence

Tracks directional patterns over time — not just point-in-time snapshots — to surface emerging conditions and trajectory shifts.

Structured Signal Packaging

Packages detected patterns into structured, actionable intelligence rather than raw alerts or noisy notifications.

Proactive Awareness

Shifts operational monitoring from reactive (something broke) to proactive (something is changing and needs attention).

Cross-System Correlation

Identifies relationships between signals across different systems that would be invisible in siloed monitoring.

AI MonitoringAnomaly DetectionReal-Time IntelligencePattern RecognitionOperational AwarenessProactive Systems
What This Work Demonstrates

Moves monitoring from reactive alerting to proactive intelligence

Demonstrates AI-native operational awareness design

Surfaces patterns that humans miss across complex environments

Turns data streams into structured decision-support signals

Digital Infrastructure Toolkit

Forge

Coming SoonStudio Infrastructure

Forge is the connective tissue of n40 STUDIO's technical operations. It provides a modular, composable toolkit for deploying internal services, connecting systems, and managing the operational infrastructure that supports client delivery and studio operations. Rather than building one-off integrations or managing disconnected tools, Forge creates a coherent internal platform layer — making it faster to stand up new capabilities, connect existing services, and maintain the infrastructure that powers everything else.

System Capabilities

Modular Service Deployment

Composable deployment patterns for standing up internal tools and services quickly without reinventing infrastructure each time.

System Integration Layer

Connective infrastructure for linking internal services, external APIs, and operational workflows into a coherent platform.

Internal Tooling Platform

A structured approach to building, deploying, and managing the internal tools that support studio operations and client delivery.

Configuration Management

Centralized configuration and environment management across the studio's service infrastructure.

Operational Service Health

Monitoring and health checks across deployed services — ensuring the infrastructure that powers delivery stays reliable.

Composable Architecture

Designed so new capabilities can be added, connected, or replaced without disrupting the broader operational platform.

InfrastructurePlatform EngineeringService ManagementInternal ToolingComposable ArchitectureDevOps
What This Work Demonstrates

Builds platform infrastructure, not just individual tools

Accelerates capability deployment through composable architecture

Demonstrates internal-platform thinking for operational environments

Creates coherent infrastructure where most studios have disconnected tooling

Community Geospatial Platform

Urban Garden

Coming SoonCommunity Platform

Urban Garden is a map-based community platform designed to make local food resources visible and shareable. Community members place markers to identify edible plants, fruit trees, personal gardens, foraging spots, and other harvestable goods — building a collaborative, living atlas of neighborhood food access. The platform demonstrates that n40 STUDIO can build softer, civic-oriented, participatory products — not just industrial mission-control systems. It brings together geospatial UX, community contribution workflows, and collaborative data design into an approachable, human-centered experience.

System Capabilities

Community Map Contributions

Residents place markers on a shared map to identify edible plants, fruit trees, gardens, and harvestable goods in their area.

Geospatial Discovery

Map-based exploration interface that lets community members discover food resources near them — from backyard gardens to wild foraging spots.

Collaborative Living Atlas

A continuously growing, community-maintained atlas of local food resources that becomes more valuable with every contribution.

Contribution Workflows

Structured submission flows for adding new markers, documenting finds, and sharing garden details with the community.

Neighborhood Food Visibility

Turns invisible local food knowledge — what grows where, what's harvestable, who has a garden — into shared community awareness.

Civic-Oriented Product Design

Designed as a participatory civic tool rather than an enterprise system — approachable, community-first, and human-centered.

Geospatial UXCommunity ContributionMap InterfaceCollaborative DataCivic PlatformFood SystemsLocal KnowledgeParticipatory Design
What This Work Demonstrates

Builds community contribution systems, not just enterprise dashboards

Demonstrates geospatial UX for civic and participatory contexts

Shows the studio's range beyond industrial and operational systems

Creates collaborative data products that grow with community participation

Designs approachable, human-centered experiences alongside technical depth