Spark-CTGS — If the system profits from your confusion, it’s already broken. Consumers aren’t the test bench. They’re the boundary. Consumer Transparency Governance Standard (v1.0

🏛️ WITH HEART: OBINexus Legal & Ethics Policy Framework - Systematic business architecture enforcing human-centered technology practices through #NoGhosting protocols, milestone-based investment validation, and advocacy-driven recruitment. Built with waterfall methodology for collaborative problem identification and ethical partnership governance.

AI-powered food ingredient analyzer supporting Label Padhega India 🇮🇳. Scan packaged food labels, get personalized health risk scores based on WHO/FSSAI data, detect misleading claims, and discover safer alternatives. Built with React, tRPC, and LLM technology.

FinGuard is a decentralized Supervisory Technology (SupTech) tool built to bridge the gap between marketing promises and customer reality. It ingests financial brochures (Expectation) and simulated user reviews (Reality) to flag mis-selling risks in real-time. Built with Python, LangChain, and Streamlit.

A curated list of awesome resources for consumer protection.

Community-drafted model-law to tie housing, land, vehicle & insurance pricing to wages and real conditions. Anti-gouging by design. Contributions welcome.