# Specialized product · illustrative learning brief

Richie Lin · Portfolio exploration · September 2026

This is a proposed learning exercise, not completed employer work or established domain expertise.

## Question

Which user problem should a small software product team investigate next?

## Proposed approach

Compare feedback themes, affected users, observed behavior, and implementation constraints. For an AI feature, add an explicit evaluation plan for output quality, failure cases, and human review before proposing a pilot.

## Proposed deliverable

A problem prioritization brief and an evaluation plan. This is a proposed learning exercise, not prior SaaS or AI product ownership.

Explore relevant experience: https://richielin.com/pages/roles