Find the signal
We look for the work that is repetitive, slow, inconsistent, or quietly costing you opportunities.
Attention MattersStart a conversationContactPut AI to work on the right problem.
I help owner-led businesses move from AI curiosity to a practical next step—finding the highest-value opportunity, shaping a clear plan, and building a small pilot when it makes sense.
Nearly 20 years building digital products
SamsungNokiaTELUSYellow Pages
Less AI theatre.
More practical leverage.
The goal is not to add AI everywhere. It is to identify one problem worth solving and make the first decision with enough clarity to avoid wasted tools, time, and momentum.
Choose with care
Not every problem needs AI. We weigh business value, effort, data, risk, and the people who will use the result.
Make it tangible
You leave with a clear first step—not a cloud of tools, jargon, or an open-ended transformation project.
One bottleneck.
One clear opportunity map.
Founding-client rate · 3 placesCAD $250
A focused working session for an owner who knows something could work better—but does not need another generic list of AI tools.
- Short pre-session questionnaire
- 75-minute Zoom working session
- One business bottleneck examined in depth
- A concise, prioritized action map
- A clear recommendation: act, test, or leave it alone
Advice first. Implementation only when it is truly bounded.
The Opportunity Map is a complete engagement. If a small build is the right next move, a separate Pilot Sprint can cover one workflow, up to six hours, one revision, and a recorded handoff.
No open-ended support, surprise integrations, or “while we’re here” extras.
Selected community work
Technology that people can actually use.
For a volunteer-led community organization, I modernized everyday operations across payments, sign-ups, event planning, communications, and a new public website—making it easier for volunteers to do good work without wrestling with the tools.
- Digital payments
- Forms and sign-ups
- Event operations
- Web presence
Workshops by inquiry
Help people build good judgment around AI.
I'm exploring practical workshops for educators, parent communities, and small teams—clear, grounded, and designed for people who do not live inside technology.
Ask about a workshopI'm Irene—an AI Systems Advisor & Software Engineer.
I have spent nearly two decades building digital products and leading technical work. Today, I design AI-native workflows that turn ambiguous ideas into clear specifications, high-fidelity prototypes, and buildable systems.
The thread through all of it is simple: understand the real problem, make the technology legible, and build only what will be useful. My experience includes work with global technology companies such as Samsung, Nokia, and TELUS.
What is taking more attention than it should?
Tell me where work gets repetitive, stuck, or dropped. I'll review it before suggesting a conversation—so neither of us spends time on a call that is not a fit.
No free consulting call required. If there is a fit, we start with a short project check—not an hour of vague discovery.