Start with the problem.
Technology is useful when it removes a real constraint, not when it merely makes the pitch sound current.
About / Raib Khan

I’m a product manager based in Canada. My work sits where product, technology, commercial judgement and execution meet.
The short version
My professional background spans product management, marketing, digital experience, commercial strategy, technology and AI. I currently work at AstraZeneca Canada; the independent projects on this site are personal work and are not affiliated with my employer.
A central interest of mine is what happens when AI drastically reduces the cost and technical barrier between having an idea and creating a functioning product.
I am not presenting myself as a software engineer or AI researcher. I bring the direction, requirements, product judgement, critique and iteration. AI increasingly assists with technical execution. The combination lets me test ideas that would previously have remained in a notebook—or, more honestly, in a neglected Notes app.
How I work
Technology is useful when it removes a real constraint, not when it merely makes the pitch sound current.
A functioning product creates better questions than a perfect plan ever will.
Testing reveals the gaps between what was specified, what was built and what people actually experience.