Constraint
The interface has to separate generated language from evidence the candidate can actually support.
ALL SIGNALS
Prototype / AI-assisted career workspace
GroomCV
A career prototype built around role-specific CVs, job fit and visible skill gaps.
FIT / EVIDENCE / GAP
A career tool should explain the gap, not simply rewrite the document.
How can a candidate move from one generic history to a role-specific view of fit, evidence and missing skills?
Timeframe
Prototype phase
Scope
Role-specific CV generation, job-fit ranking, skill-gap analysis and a career intelligence workspace.
Tools & format
AI-assisted document generation / Job-fit information model / Career dashboard prototype
Key decision
Organise the product around fit, evidence and gap instead of making the CV editor the entire experience.
What I built
GroomCV combines role-specific CV generation with job-fit ranking, skill-gap analysis and a career intelligence workspace. The prototype treats each application as a decision process rather than a file export.
Current stage
GroomCV is a prototype. The screens demonstrate the intended workflow and information model, not a live service.
Validation
The supplied prototype screens verify the workflow and interface model. Live-market accuracy and public availability remain unverified.
Another month
With another month, I would validate ranking explanations with job seekers and recruiters before expanding generation features.
What the work covers.
Capabilities
Role-specific CV generation / Job fit and skill-gap analysis / Career intelligence workspace
My role
Product concept / UX and interface decisions / AI-assisted prototype build
ChopBox
Prototype