Fit4Work
Online pre-employment screening platform that helps recruiters fast-track suitable candidates by identifying who actually needs further medical/functional assessment for a specific job role.

Recruitment teams needed a faster, more reliable way to determine which candidates actually required medical or functional assessments, as existing processes were manual, inconsistent, and slowed hiring timelines.
Designed and delivered a role-based digital screening platform that translated job demands into structured questionnaires, producing clear, defensible outcomes that recruiters could act on immediately.
Streamlined screening workflows, reduced unnecessary assessments, and enabled recruiters to move suitable candidates through the hiring process more quickly and with greater confidence.
The Process
Worked closely with stakeholders during initial delivery at Apps People and continued evolving the platform as an independent contractor, mapping real-world recruitment workflows and iterating on the solution over time.
“The platform significantly simplified how we assess candidates and removed a lot of manual back-and-forth from the process.”
— Operations Stakeholder
Technical Implementation
End-to-End Platform Development
Owned the full technical implementation across backend services, web application, and supporting infrastructure.
Role-Based Screening Engine
Implemented configurable screening logic that mapped job requirements to structured questionnaires and consistent assessment outcomes.
Secure & Maintainable Architecture
Designed the system with privacy-first principles, clear data boundaries, and maintainable service architecture to support long-term evolution.
Admin & Recruiter Interfaces
Built intuitive admin and recruiter-facing views to manage roles, track candidate progress, and review screening outcomes.