AI Workbench

Solve real problems with AI and real human guidance.

The speed of AI with the judgment of senior practitioners.

With AI, anyone can now design and build transformative technology, but without a good process, projects can go off the rails.

AI Workbench combines the workflows, tools, and hands on coaching your team needs to stay on track for success.

A framework built for public-sector delivery

A step-by-step path from problem to real-world solution — designed for the constraints of government.

AI agents with expert oversight

Specialized agents accelerate options analysis, prototyping, security, accessibility, and privacy review.

Expert coaching from real practitioners

Senior experts review your work and support you through the parts that need a human touch.

A community of peers leading similar projects

Compare notes with other leaders in government and nonprofits wrestling with the same questions.

Our Framework

From a fuzzy problem to a service that's measurably working.

  1. Discovery

    Get clear on the outcomes that matter, the users you're serving, and the most defensible path forward.

    • Clear outcomes and a plan to measure them
    • Research and analysis decision-makers can stand behind
    • User and stakeholder needs documented in one place
  2. Alpha

    Validate the core value proposition with real users so you don't go down the wrong path.

    • A working prototype tested with real users
    • Foundations for rapid AI development: templates and specialist agents
    • An confident, evidence based decision for buying vs. building yourself
  3. Beta

    Get the solution good enough for first public release — ready for the people who will use it.

    • Iterative improvements driven by user feedback
    • An adoption strategy for the people the service is for
    • Security, privacy, and accessibility evidence ready for sign-off
  4. Live

    Measure outcomes and keep the service healthy after launch.

    • Measurement and evaluation tied back to the outcomes you committed to
    • A plan for continually improving the project

Why AI Workbench

Build the right thing, and build the thing right.

We've delivered dozens of digital solutions with governments and non-profits across Canada. Here's what sets our approach apart.

Trusted non-profit

Our mission is to deliver better public services, not lock you in to unsustainable technology choices.

Digital sovereignty

A technology stack that you fully control, and (optional) sovereign hosting.

Government-ready

We help you research the best path forward and give you an airtight strategy for procurement.

Open source

We follow Digital Public Good standards, building an ecosystem of interoperable building blocks.

Lower cost, higher speed

Hold on to your hat if you're used to months of talking — you'll see real progress in days, not months.

Outcomes, not outputs

Measure progress for real people. That's what it's all about.

Common questions

Consultancies bill for hours; we work toward outcomes. The framework, templates and AI agents do the repetitive work so coaches can focus where their judgment actually moves the needle — and your team learns to deliver the next project without us.

Ready to deliver technology people actually use?