Listen first
Turn messy user comments into clear needs, patterns, and product questions.
Product diary
A visual snapshot of how I think through products.
Measure softly, decide clearly
Use metrics to reduce guesswork without losing the human context behind them.
AI product layer
Where product judgment meets intelligent systems.
Input
Users struggle to understand long support conversations.
AI capability
Summarization plus sentiment detection
User value
Faster context, clearer next action, less manual reading.
Metric
Time to resolution
Generate a product angle
AI feature concept
Click through lightweight AI concepts to see how I connect a model capability to a real user problem and a measurable product outcome.
Human-in-the-loop
Design AI flows where people can review, edit, override, and trust the output.
Prompt-to-product
Translate prompt ideas into workflows, permissions, UX states, and success metrics.
Responsible rollout
Plan evaluation, guardrails, feedback loops, and model-quality monitoring.
Live AI builds
ReturnReady
AI-powered restart kit for women returning to work after career breaks. Generates a personalised LinkedIn summary, interview prep answer, and 30-day action plan in under five minutes — free, no login required.
View live project →PM DocForge
Describe your project once and get a full doc suite — PRD, design doc, technical spec, GTM brief, user stories, and release notes — in under a minute. Exports to DOCX, PDF, or Markdown. No login required.
View live project →Job Tracker
Track every job application in one place — log status, set follow-ups, and see your full pipeline from Applied to Offer at a glance.
View live project →Interactive product thinking
Try a tiny prioritization studio.
RICE-style score
14.0
Strong candidate: validate with a small experiment, then roll out if activation improves.