P1
Entry-level competency paradox
AI now handles the formative tasks (takeoffs, junior calculations, redlining) that traditionally built professional judgment.
The work
From foundational problems to twelve practical resources.
Eight industry-level gaps. Three working groups. Twelve deliverables. On publication, each is intended to transition to an established national custodian organization.
The challenge
Eight problems no single firm, school, or regulator can solve alone.
These were excavated through deliberation with industry stakeholders. They are the industry-level gaps the working groups exist to address.
P2
Mid-career identity disruption
Professionals built careers on execution excellence; AI commoditises the skill. The shift from producer to orchestrator is an identity transition without a roadmap.
P3
Curriculum disconnect
Every program is guessing independently what AI competency means for AECO graduates. Faculty themselves may lack AI experience.
P4
Smaller firm access inequality
Large firms experiment, pilot, and learn. Smaller firms, the majority of AECO, lack digital teams and cannot absorb the risk of getting it wrong.
P5
No shared quality standard
Buyers cannot specify requirements for AI tools and vendors lack benchmarks to build toward. Every firm repeats the same due diligence.
P6
Data governance vacuum
Ownership, portability, interoperability, confidentiality, and vendor lock-in have no shared answers across multi-stakeholder projects.
P7
No framework for agents in regulated work
Existing practice guidance covers practitioners using tools. No framework defines what it takes for an AI agent to be permitted to execute regulated workflows.
P8
Team orchestration unclear
When agents execute portions of workflows, coordination, handoffs, and oversight have no shared models. Operational questions, no shared answers.
The work
Three working groups. Twelve practical resources.
Each working group is board-directed and coordinator-executed. Contributors provide expert input; technical writers synthesize. Deliverables transition into the custody of established national organizations on publication.
Working Group 1
Workforce Readiness & Capability
Define what AECO professionals need to know when AI handles execution tasks, and how they develop the judgment to validate AI outputs at every stage of their careers.
- 1.1
Competency Framework for AI-Augmented AECO Practice
Target: national workforce / skills agency
- 1.2
Entry-Level Developmental Pathway Guidance
Target: workforce agency · polytechnics network
- 1.3
Mid-Career Transition Toolkit
Target: national workforce / skills agency
- 1.4
Pilot Training Program Design Guide
Target: workforce agency · polytechnics network
Working Group 2
Integration & Implementation
Give firms structured criteria to evaluate AI tools, procurement language for the chain of professional services, governance for the data AI ingests and produces, and operational playbooks for human-agent teams.
- 2.1
AI Tool Evaluation Framework
Target: national contractor association · research body
- 2.2
AI-Augmented Service Procurement Guide
Target: contractor association · consulting engineers association
- 2.3
Data Governance & Interoperability Framework
Target: national standards bodies
- 2.4
Human-Agent Team Integration Playbook
Target: research body · national contractor association
- 2.5
Pilot Deployment Design Guide
Target: national contractor association · research body
Working Group 3
Standards & Policy
Define what AI tools and agents must demonstrate to be used in regulated AECO work; clarify the accountability of practitioners who use them; and design a pilot certification process that works across Canada's twelve engineering regulators and separate architecture, QS, and trades bodies.
- 3.1
AI Tool & Agent Certification Framework for Regulated AECO Work
Target: national standards bodies
- 3.2
Professional Practice Guidelines for AI-Augmented Work
Target: national professional bodies (engineering, architecture, QS, building)
- 3.3
Pilot Certification Process Design Guide
Target: national standards bodies
Resources
Everything you need to bring this to your board.
Open access. Share inside your organization to align on what participation could look like.