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7 min read|HR Technology

Interview Management Platform

A premium recruiting command center that streamlines interview operations and transforms candidate signals into clear, defensible hiring decisions.

Partnership Goal

Create a high-fidelity, enterprise-grade recruitment platform for hiring agencies that demonstrates an end-to-end recruitment workflow with modern UI/UX, strong visual hierarchy, and AI-first interaction patterns.

Service

Custom Web Application

Overview

A recruitment automation platform designed for hiring agencies, covering the full hiring journey from pipeline management and shortlisting to interview execution, AI-assisted evaluation, and final hiring recommendations.

The system was built as a fully interactive front-end application with realistic data states to simulate end-to-end workflows.

Scope:

Executive dashboard with pipeline analytics and workload visibilityCandidate pool with AI-based match scoring and shortlistingResume parsing with structured profile extractionSmart scheduling with availability matching and slot recommendationsVideo interviews with AI-generated summaries and evaluation aidsFinal recommendation and comparison views for hiring decisions
Interview Management Platform - Hero

Challenge

Hiring agencies typically run high-volume pipelines with fragmented tools for sourcing, scheduling, interviewing, evaluation, and stakeholder alignment. The biggest operational pain is not lack of data, but lack of clarity, context, and speed when decisions need to be made.

01

Scheduling coordination creates delays, conflicts, and drop-offs

02

Evaluation quality varies by interviewer, making decisions inconsistent

03

Feedback is scattered across notes, chats, and emails with no single narrative

04

Recruiters spend too much time on admin work instead of candidate engagement

05

Hiring managers want quick proof, not long reports, but still need traceability

06

Collaboration breaks when context is missing across teams and roles

Solution

A modern, AI-assisted recruitment command center designed to simplify the interview workflow while maintaining structured, auditable decision-making. The UI is built around signal extraction, fast navigation, and low-friction actions rather than heavy forms.

• KPI-driven dashboard surfacing pipeline health and daily priorities • Candidate cards with AI match scoring, instant summaries, and drill-down evaluation • Resume parsing that converts CVs into clean, editable structured profiles • Scheduling with calendar visibility, availability matching, and conflict resolution • Video interviews with structured question flows and reliable note capture • AI-generated post-interview summaries with evidence, highlights, and risk flags • Final comparison and ranking views to support fair, competency-based decisions • Contextual chat and task management linked directly to jobs and candidates

Process

Team

  • 1 Product Manager
  • 2 Senior Frontend Engineers
  • 1 UX / Product Designer
  • 1 AI / Data Consultant (for workflow logic, scoring models, and prompt design)

Technology Stack

Frontend

ReactTypeScriptTailwind CSSshadcn/uiRecharts

State & Data

TanStack QueryZustandMSW

AI & NLP

OpenAILangChainVector EmbeddingsPrompt OrchestrationSpeech-to-TextNLP Pipelines
PHASE 01

Discovery and workflow mapping

Mapped recruiter and hiring manager workflows to reduce clicks, context switching, and time sinks.

PHASE 02

Design system and interaction model

Defined brand, hierarchy, motion rules, accessibility targets, and component standards.

PHASE 03

High-fidelity prototype screens

Built a complete set of end-to-end screens with realistic states, empty/loading behavior, and edge cases.

PHASE 04

Component library planning

Standardized tables, cards, modals, filters, toasts, and side panels for consistent reuse.

Interview Management Platform - Image 1

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Outcome

The platform demonstrated how a unified, AI-assisted interview system can transform fragmented recruiting workflows into a single, decision-ready experience.

Clear, role-based visibility into pipeline health and interviewer workload

Faster scheduling through availability matching and conflict-free coordination

Consistent, structured evaluation across interviewers and stages

Decision-ready summaries that reduce time spent synthesizing feedback

Traceable, comparable candidate recommendations for confident hiring

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