OPEN-SOURCE PROTOTYPE/HACKATHON PROJECT/2025

TransparAI — Procurement Transparency Dashboard

TransparAI is our open-source attempt to make public-procurement data easier to question. We used Python and Streamlit to surface possible bias, inefficiency, and anomalies for people to investigate—not to let an algorithm make the final call.

View GitHub repository

What we built

We built the dashboard with Python and Streamlit.

It surfaces leads for human review; it does not make procurement decisions.

StackOverHack finished third at SFLC.in's 2025 open-source hackathon.

My part

I worked on TransparAI with StackOverHack around our SFLC.in Hackathon 2025 run. The public repository lives on my @LiteralKrishu GitHub account.

Evidence and links

Source note

SFLC.in confirms our team's third-place finish but does not name the submitted project. TransparAI is a team repository, so I do not present every line of code as my individual work.