WORKFORCE
An adaptive, GenAI-powered transition portal designed for the National Labour Exchange—helping candidates return from career breaks, switch fields, upskill, and instantly access dedicated human digital coaching without walking to physical pods.
Role
Product Designer
Timeline
2 Months (2025)
Tools
Figma, Gemini, Copilot, ChatGPT Enterprise, LinkedIn API
Core Purpose
For Job Seekers
Provides tailored career guidance, high-fit job recommendations, and curated upskilling based on individual goals, skills, and market demands.
For Employers
Streamlines the recruitment process by offering smart candidate matching, automated talent pipelines, and AI-driven screening tools.
Understanding the Transition Struggle (Before & After)
The Accessibility Barrier
RURAL/CAREGIVING CANDIDATES FACE significant physical barriers (commutes, scheduling) just to access basic guidance at traditional employment offices.
The Blank-Page Paralysis
FORM-BASED PROFILERS TRIGGER imposter syndrome and career-gap anxiety, failing to capture unconventional life experience or soft skills.
The Black Box Rejection
SILENT ATS ALGORITHMS reject candidates without explanation, offering zero visibility into why an application failed or how to improve.
Quantifying the Transition Gap
75%
Resumes rejected instantly due to formatting or missing keywords.
48%
Employers constantly struggle to find candidates with correct technical skills.
52%
Job seekers feel their applications disappear into a black box without feedback.
67%
Seekers want highly personalized paths rather than generic feed recommendations.
58%
Professionals fear their technical skills will become outdated within three years.
OUR RESEARCH CONTEXT
Candidates enrolled in the National Labour Exchange face overlapping stressors—navigating career breaks, retooling for evolving industries, and competing in a saturated digital job market. Today, accessing guidance often requires physically walking to job pods, an outdated barrier that severely limits accessibility for caregivers, rural seekers, and professionals in transition.
Research Methodology & Sample Size
18 In-Depth Interviews
12 Job Seekers (Career break restarters, field switchers) & 6 Hiring Managers/Recruiters.
120 Survey Responses
Quantitative analysis tracking ATS rejection friction, profile fatigue, and career gap anxiety.
3 Physical Pod Shadowings
Direct observational studies at National Labour Exchange centers.
User Demographic Focus
Key Problem Insights
The Black Box
“I submit dozens of applications into a void and never know if a human read it.”
52% of candidates feel applications disappear without feedback, fueling imposter syndrome.
Physical Pod Friction
“Traveling 45 minutes to an office just for basic advice isn’t feasible with caregiving duties.”
Traveling to employment offices excludes vulnerable candidates (caregivers, rural seekers).
Form Paralysis
“Blank forms ask for recent wins, but I haven’t worked in 2 years.”
Multi-page forms cause 45% profile abandonment due to career gap anxiety.
Isolation & The Need for Human Reassurance
“AI tools give me answers, but I need an actual human to tell me I'm on the right track after a 2-year career gap.”
67% of candidates returning from career breaks or switching industries expressed that purely automated systems feel impersonal. They specifically wanted a dedicated human mentor for accountability, mock interviews, and emotional trust.
Generative AI with a Human Touch
Bridging the Digital Divide
Workforce blends adaptive Agentic AI with an assigned in-person Digital Coach. Instead of walking to a physical pod, candidates access their human coach directly via integrated high-fidelity video and text chat right on their dashboard—preserving the warmth of human advice at the speed of software.
Maya Chen
Your Digital Coach · Online
About the Portal
AI & Human Advisor
Get personalized conversational career guidance backed by an assigned human Digital Coach.
Generate Resume
Build a standout resume instantly tailored to targeted job listings.
Upskill Yourself
Learn new skills synced directly to recommended courses.
Build Your Career Path
Visualize and plan your long-term professional journey.
Get Hired Faster
Connect directly with vetted, high-intent employers.
Dedicated Human Digital Coaching (DC)
Workforce automatically pairs every registered candidate with an assigned, human Digital Coach (DC). While GenAI handles real-time skill parsing, resume drafting, and job matching, the assigned Human Coach acts as a dedicated career guide throughout their journey.
Profile & Resume Review
Human validation of AI-generated resume drafts and portfolio stories before employer submission.
Co-Created Career Roadmaps
Aligning AI-recommended upskilling courses with the candidate's real-life goals and schedule.
1:1 Video & Async Chat
Integrated high-fidelity video call scheduling and direct 1:1 messaging right on the candidate's dashboard.
Mock Interviews & Confidence Building
Providing empathetic human feedback and interview prep for candidates navigating career gaps.
Adaptive 3-Tiered Onboarding Ecosystem
Path 1 · Speed
1-Click LinkedIn API Sync
For active professionals with updated profiles. Pulls work history and skills in <30 seconds with zero manual typing.
Path 2 · Precision
Structured Long-Form Builder
For users wanting granular manual control to detail custom dates, explain career gap context, and highlight soft skills step-by-step.
Path 3 · Guidance
Conversational AI Storytelling
For career restarters facing blank-page paralysis. AI asks simple Q&A questions and auto-translates life experiences into ATS-optimized keywords.
Strategic Trade-Off Analysis & Decision Rationale
Meet Jeff, and the people Workforce serves.
Jeff Doe
Accountant · 35 · New York
Masters in Accounting
6 years of experience, took a year-long family break, eager to re-enter the workforce.
Goals
- Secure a leadership role in a reputable company
- Enhance skills to match current market demands
- Build a professional network within the industry
Motivations
- Stay updated with the latest industry trends
- Passion for mentoring and leading teams
- Interest in utilizing AI
Pain Points
- Keeping up with rapid technological advancements
- Balancing family and personal life
- Overcoming the stigma of career gaps
Hierarchy of Needs
Jeff's journey centers on Esteem—professional recognition, self-worth, and re-establishing identity after transition.
Bridging the Market Gaps
| Feature | Workforce | Naukri | Indeed | Hirist | |
|---|---|---|---|---|---|
| Personalized AI Advisor | |||||
| All-in-one Career Ecosystem | |||||
| Real-time Upskilling | |||||
| Smart Nudges | |||||
| Transparent Job Matching | |||||
| Inclusive AI Design | |||||
| Advanced Employer Tools |
Mapping the Architecture
🔒 These details are subject to an active NDA (Non-Disclosure Agreement)
Information Architecture map and node logic available on request.
Traditional vs. Agentic
Design Evolution



The Unified Dashboard Simulation
Welcome Jeff!
How can we assist you today?
Actions
0
Sync Professional Background
4
Courses
2
Events
1
Interviews
Interview scheduled
Department of Revenue — Jun 19, 2:00 PM
AI Smart Nudges
Learn Advanced Excel
Matches 90% of Staff Accountant roles.
Refresh CPA Ethics module
Required by 64% of senior listings.
Add Tableau to your skill set
Cited in 47% of finance leadership roles.
AI Advisor — Ask anything
Post-Launch Realities
Challenge A
Maintaining Trust in Agentic Matching
We designed clear, plain-language explanations behind every AI match — surfacing the skills, gaps, and signals that drove the recommendation so users never felt the system was a biased black box.
Challenge B
The Cold-Start Profile Bottleneck
Users returning from career breaks were reluctant to list soft skills. We introduced a conversational AI interview option that auto-fills profiles through guided storytelling instead of empty form fields.
Challenge C
Offline-to-Digital Syncing
We engineered a seamless handoff between physical job pods and digital coaching dashboards, ensuring candidates kept the warmth of human guidance without losing context across channels.
NDA Notice
Due to NDA constraints, please get in touch for a 1:1 end-to-end prototype demo.
Request a private demo →Demonstrating Project Value (Target Outcomes)
Increased Onboarding Completion
+45%
Completion Rate
Moving from a rigid single-form profiler to a flexible 3-tiered system dramatically lowered profile abandonment.
Accelerated Time-to-Guidance
90%
Faster Human Access
Reduced the time required for a job seeker to connect 1:1 with an assigned human career coach from 1–2 weeks (physical appointment scheduling at employment pods) to under 24 hours via integrated digital dashboard booking.
Increased Skill Data Quality
3x
Soft Skills Identified
Conversational AI successfully extracted unstructured transferable experience that candidates previously failed to include in static forms.
Improved Upskilling Momentum
+60%
Course Enrollment Rate
Transparent skill match breakdowns (“missing Tableau”) paired with 1-click enrollment made learning concrete and actionable.