A client project built for Parmanand Group: an AI-powered psychometric assessment platform. A student takes a structured aptitude test and receives an AI-generated career report — turning raw scores into a tailored, counsellor-ready narrative in minutes.
What It Does
A student signs in, completes their profile, and works through the test engine. Responses are scored server-side, then GPT-4o converts those scores into a personalised career report — for commerce students, mapped toward pathways like the US CMA program. The result renders as visual breakdowns and downloads as a polished PDF, so a counsellor walks into the first conversation already knowing where the student fits.
Highlights
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AI-generated reports GPT-4o turns raw psychometric scores into a structured, individualised career narrative — not a template with the name swapped in.
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Visual results & one-click PDF Recharts-driven score breakdowns in the browser, exported to a clean PDF report on demand for the student and the counsellor.
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Admin console Manage qualifications and test content, review every submission, and export the full dataset to Excel for institutional reporting.
The Stack
A FastAPI backend with SQLAlchemy over PostgreSQL, JWT auth and bcrypt-hashed credentials, OpenAI GPT-4o for report generation, and a React 19 + Vite frontend using Recharts for visualisation and html2pdf for export. Deployed as its own isolated service alongside the CRM.
Need a bespoke platform like this for your organisation? Reach out — this is the kind of client work we take on.