AI Product Strategy
An Agent’s Spending Limit Is Part of the Product
Useful agent products need predictable spending, shared limits across the entire task, and a clear way to preserve progress when an allowance runs out.
TECHNOLOGY · IDEAS · CREATIVITY
I help business people use AI, automation and software to solve real problems—and make the know-how clear, practical and accessible.

FEATURED EXPLAINER · SELECTED WORK
A platform that gives AI agents application data as context, lets them test the way real users would, and collects their feedback for your team.
Explore the projectFrom application
to insight.
Give the tests context
Test the application
Review the findings
Collect → Test → Learn
The result: faster feedback, lower testing costs, the ability to go to market sooner and scale the solution quicker. These are the outcomes I’ve described from the project; numerical comparisons have not yet been published.
AI Product Strategy
Useful agent products need predictable spending, shared limits across the entire task, and a clear way to preserve progress when an allowance runs out.
AI Business Transformation
Designing an app makes agent coordination concrete: review the design system, data model and translations, agree shared interfaces, then verify code quality and web/mobile coverage.
AI Agents
Coding agents are not simply increasing developer productivity. They are changing the structure of the software development lifecycle, moving human responsibility toward intent, architecture, judgment, governance, and customer outcomes.
AI Agents
As agents take actions across business systems, leaders need an explicit account of what each agent may access, change and commit the organization to. Useful autonomy depends on enforceable limits, evidence of completion and a workable recovery process.

Product management · 1 min 33 sec
A short introduction to four traits every product manager should focus on, presented by Mass DELAIRI.
Watch on YouTubeMaking difficult concepts easier to understand through writing, diagrams and creative explanation.
FOR STUDENTS
Free practice tests for high school students, starting with Grade 9 French. Choose up to 20 questions and read an explanation for every answer.
Try high school practice >IDEAS IN CONVERSATION
Practical AI, useful automation and clearer product thinking.
Explore speaking topics →I work at the intersection of technology, clear explanation and creativity. I build practical solutions for business people, while helping those who want to learn become more confident using technology themselves.
WORK TOGETHER
Finding company information. Automating repetitive tasks. Getting useful product feedback. Start with the problem you want to solve.
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