Project overview
Role Pilot is a private build and case study for an AI-assisted job search and role-fit workflow.
The product direction focuses on structured reasoning: comparing role requirements, candidate experience, resume evidence, and application strategy.
The product problem
Job seekers often manage roles, resumes, notes, and interview prep across disconnected tools, making it hard to see patterns or prioritize effort.
The AI challenge is to provide helpful structure without producing generic advice or overconfident fit scores.
Solution direction
Role Pilot treats each job as a structured workspace with requirements, evidence, gaps, and next actions.
AI support is framed as drafting, comparison, and reflection rather than final decision-making.
What I owned
- ›Defined the product workflow for role intake, fit analysis, and application planning.
- ›Designed data structures for role requirements, candidate evidence, and generated notes.
- ›Planned AI boundaries for summaries, gap analysis, and tailored prep prompts.
- ›Built a case-study-ready architecture for future private iteration.
Feature system
Role workspace
Each opportunity has structured notes, requirements, evidence, and next actions.
Fit analysis
AI helps compare experience against job requirements while keeping gaps visible.
Application planning
The tool organizes resume updates, outreach notes, and interview prep tasks.
Human-in-the-loop output
Generated content is presented as draft support, not an automatic decision.
How the system fits together
const fitReport = await rolePilot.analyze({
role,
evidence: candidate.experience,
mode: "assistive_not_decisive",
});Engineering decisions
Avoiding generic AI career advice
decision.01Ground outputs in explicit role requirements and candidate evidence.
The product can produce more useful guidance with clearer limitations.
Keeping sensitive career data private
decision.02Treat Role Pilot as a private build and keep source/demo access closed.
The case study can describe architecture without exposing user data or implementation details.
Where the project stands
Role Pilot is a featured private build with a public case study only.
The project demonstrates AI product thinking, structured workflow design, and privacy-conscious architecture.