Skip to content
Back to software engineering projects

SaaS case study

Tech Career Assessment

A multi-role career assessment, workforce-development, and learning platform for administrators, counselors, job developers, clients, and external candidates.

Development environment Discuss similar work

Architecture map

Assessment, Strapi content, learning, and AI workflow

Client experienceService boundaryData workflow

Challenge

Extend a broad Next.js and Strapi product across authenticated roles, external candidates, SCORM content, AI providers, and migration-heavy backend operations.

Solution

Built assessment and candidate workflows, extended the Strapi 4 backend and admin dashboard, developed AI learning and recruiter tools, and delivered SCORM and program operations.

Architecture

Role-aware Next.js clients use token-scoped Strapi APIs and PostgreSQL content models, with provider abstractions for AI, protected SCORM delivery, transactional email, exports, and migration tooling.

Contribution highlights

The engineering work behind the product.

  • Built assessment assignment, progress, answer, scoring, report, recommendation, result, and administrative-review workflows.
  • Designed external-candidate magic links, email, timers, answer persistence, manual/AI scoring, approvals, audit history, and conversion flows.
  • Extended the Strapi 4 backend and admin dashboard for assessment, program, course, report, and reusable-content operations with role-aware controllers and services.
  • Built AI-assisted learning-path and course recommendations with skill signals, provider selection, credit checks, deterministic fallbacks, and deduplication.
  • Built SCORM ZIP ingestion, validation, extraction, protected delivery, access control, completion tracking, and administration tooling.
  • Delivered programs, enrollment, attendance, Kanban, dashboards, XLSX reporting, recruiter research/PDF output, migrations, backfills, seeders, and diagnostics.

Implementation stack

Technologies grouped by responsibility.

Frontend

Next.js 15React 19TypeScriptReact QueryAxiosAnt DesignTailwind CSS

Backend/CMS

Strapi 4Node.jsRole-aware APIsAdmin dashboard extensions

Data

PostgreSQLMigrationsBackfillsSeeders

Integrations

OpenAIAnthropicBrevoSCORMjsPDFXLSX

Testing

JestDiagnostics and cleanup tooling

Related work

Portfolio and operations management

CEPRA

Established organization-safe operations and connected delivery, billing, capacity, and executive reporting across the web platform.

Aviation weather briefing SaaS

EZWxBrief

Implemented the recurring-billing and communication capabilities needed to support trial, renewal, cancellation, reactivation, and payment maintenance workflows.