★ Cases

From Potential to Proof.

Real students, real outcomes. See how they turned potential into proof employers trusted — and the offers that followed.

Emma L

Top 20 US · Computer Science

Featured

Target Role

AI Engineer

Project

Computer Vision AI

An end-to-end computer-vision pipeline — image recognition, model training, and engineering deployment.

CS Student → AI EngineervibeID.io/student-l

An AI market-briefing agent for investment research — type a ticker, get a structured news + technical + capital-flow brief in ~30s.

Top UC · Business Economics

Sophia A

Business Econ → IB Analyst

End-to-end business analytics — data analysis, ML modeling, and a business-interpretation loop for commercial risk.

Top 50 US · Business Analytics

Chloe W

Analytics → TikTok

Two portfolio projects: a design-strategy assistant that turns fuzzy ideas into briefs, and a research agent that cites verified sources.

University of Minnesota · Business Research

Aiden R

Business Research → Product

An AI-powered quant research workflow — factor modeling, strategy backtesting, and risk assessment.

Top 30 US · Finance

Maya X

Finance → Quant