A personal portfolio exploring product thinking, systems design, and experiments at the intersection of software, AI, and human behaviour.
Hi, I'm Muslimah. A Product Manager with a background in software engineering. I care about how systems actually work in the real world, especially where technology meets messy human behaviour.
This portfolio is a collection of products, case studies, and small experiments I've built while exploring questions around usability, accessibility, AI-assisted workflows, and service design.
Some of these projects are production work. Others are prototypes and experiments designed to test an idea or understand a problem better.
You can view the portfolio here:
The site is structured around four areas:
Product Work A selection of products I've worked on or designed, including SaaS platforms, AI prototypes, and workflow systems.
Case Studies Expanded breakdowns of selected projects, covering problem framing, research, product decisions, and outcomes.
Experiments Smaller prototypes and technical explorations used to test ideas or sharpen skills.
Writing Essays on product thinking, systems design, and what it actually takes to build things that work.
NeuroStudy Buddy
AI-powered study assistant designed to simplify dense academic text for students with dyslexia and ADHD.
Enterprise Client Onboarding
Workflow redesign that improved how a digital marketing company captured and structured client onboarding information.
ClearPath
A citizen-first GovTech concept platform designed to simplify access to social services using GDS-aligned service design principles.
CoreTel
A SaaS telecom operations dashboard designed to streamline subscription management, SIP provisioning, and reseller billing workflows.
This portfolio also includes smaller experiments exploring areas such as:
- AI prompt engineering for learning accessibility
- Computer vision attention detection using Mediapipe and OpenCV
- Mobile-first service form design
- Workflow friction analysis
- AI explanation vs summarisation for comprehension
This site was built using:
- HTML
- CSS
- JavaScript
- GitHub Pages for hosting
Experiments across the portfolio use tools including:
- Python
- Streamlit
- OpenAI API
- Mediapipe
- OpenCV
I built this portfolio as a place to document how I think about product.
Not just the outcomes, but the reasoning behind decisions, the constraints, the tradeoffs, and the experiments that shaped them.
Product work is often invisible. This is my attempt to make some of that thinking visible.
If you'd like to talk about product, collaboration, or opportunities:
Email: [email protected]
Medium: https://medium.com/muslimahhh
LinkedIn: https://linkedin.com/in/muslimahhh

