Internal Platform
Candidate assessment & HR dashboard
An internal hiring platform with AI-assisted resume analysis and end-to-end candidate management, built to help recruiters move faster with confidence.
Role
Lead Product Designer
Year
2023
Platform
Web App

Overview
Project overview
The hiring team managed candidates across spreadsheets and email. The platform centralises sourcing, AI-assisted resume analysis, assessment and decisions into one structured workflow.
Challenge
The challenge
Recruiters were overwhelmed by volume and manual screening. The product needed to make AI analysis trustworthy and actionable without hiding the human judgement behind hiring.
Goals
What we set out to achieve
Centralise the full candidate pipeline in one place
Make AI resume analysis transparent and easy to trust
Speed up screening while keeping decisions human
Design clear states for every stage of hiring
Process
Design process
01
Research
Shadowed recruiters to understand real screening behaviour.
02
Flows
Mapped the pipeline from sourcing to offer.
03
Design
Built candidate views, scoring and assessment tools.
04
Iterate
Refined AI presentation based on recruiter feedback.
Solution
The final solution
The dashboard pairs an AI-generated candidate summary with clear scoring and a structured pipeline. Recruiters get fast signal while retaining full control over every hiring decision.

Before & After
Before vs after
Before

After

Outcomes
The impact
-50%
Screening time
1 hub
All candidates
+25%
Recruiter throughput
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