What building a production digital platform taught me about AI-assisted product engineering, from architecture and security to testing, design, human judgment and the moments when AI got it wrong.
What building a production digital platform taught me about AI-assisted product engineering, from architecture and security to testing, design, human judgment and the moments when AI got it wrong.
Answers: What does AI-assisted product engineering actually look like when AI is deeply involved in building a production platform, but humans remain responsible for the product, architecture, security and outcome?
A first version should be small enough to reach real users quickly and complete enough that their reaction means something. How to decide where that line sits.
Answers: A first release keeps growing and the launch date keeps moving.
Working titles for pieces already drafted from client work. Listed so the direction of the library is visible rather than implied.
AI Product Development
How to validate an AI product before building it
What evidence should exist before a model-backed feature is funded?
Technology Strategy
Choosing between custom software and SaaS
When does a process justify a build rather than a configured product?
Engineering Leadership
When a startup needs a fractional technology leader
What are the signals that advice is no longer enough?
Privacy & Compliance
Designing AI products for regulated industries
How do review, retention and explainability shape the architecture?
Cybersecurity Governance
Security by design in modern product development
Which controls have to exist before the first release?
Product Management
Building products faster with AI-assisted development
Where does assisted delivery actually compress the timeline?
Digital Transformation
Why most internal business applications fail
What causes teams to return to the spreadsheet after launch?
Product Architecture
Lessons from building multiple SaaS platforms
Which early decisions repeatedly determined the cost of change?
The best products begin with the right questions.
Send the business context and the constraint you are working against. I will reply with a direct read on the approach I would take, and whether I am the right person for it.
