Case study

Turning career services into an AI product platform.

MettaByte designed and built the initial JobProMax platform: an AI-powered career workspace for resume improvement, application tracking, outreach, and interview preparation.

Build something similar View live platform

Client category

Career services

Build type

AI web app

MettaByte role

Architecture + build

Status

Operated by client

Client-sensitive metrics, internal workflows, and private operating details are intentionally omitted. This page focuses on the product challenge and MettaByte's engineering contribution.

JobProMax command center

AI career platform workspace

Live product
Resume scan

86% match

Applications

14 active

Interview prep

Ready

AI career assistant

Resume, jobs, outreach, and interview prep

Compare this resume against the target role and suggest the highest-impact improvements.
Found missing role keywords, weak impact statements, and three areas where experience can be reframed.
Scan
Rewrite
Track

Problem

Career workflows were fragmented

Job seekers were moving between resume tools, job boards, spreadsheets, coaching notes, and manual document edits.

Approach

Productize repeatable guidance

We mapped the recurring career-service tasks into structured product modules supported by AI workflows.

Result

A platform foundation

The initial build became the product foundation now managed and operated independently by The Job Helpers.

What we built

A connected AI workspace for the job search.

The product needed to feel useful immediately, but still have enough architectural depth to support future workflows. We designed the platform around clear modules rather than one generic chatbot.

Resume intelligence

AI-assisted resume scanning, keyword comparison, rewrite support, and ATS-focused improvement flows.

Application CRM

A structured workspace for tracking job applications, stages, role details, and candidate progress.

Career content generation

Cover letter, outreach, and interview-prep helpers grounded in the user profile and target role.

Browser workflow extension

A Chrome extension concept to bring job-saving and scanning actions closer to where candidates browse roles.

MettaByte role
Product discovery and feature shaping
System architecture and data model planning
Frontend experience design and implementation
Backend API design and service orchestration
AI workflow integration for document and career tasks
Prototype-to-product engineering handoff
Architecture

Product UI

Data layer

AI workflows

Next.jsReactFastAPIMongoDBOpenAILangChainPineconeDocument parsing
Outcome

Enough detail to build trust. No private client data required.

Turned a service-heavy career workflow into a productized platform foundation.

Created a single workspace for resume improvement, application tracking, and career assistance.

Built a flexible architecture that could support additional AI tools and workflow modules over time.

Delivered the initial platform foundation now operated independently by The Job Helpers.