PaperTrail
01 · Justice & Civic Systems
CrowdsourcingNLPMaps APIFastAPIPakistan

PaperTrail

A crowdsourced map of how broken systems actually work versus how they claim to. Courts, hospitals, government offices — the hidden manual nobody publishes.

Status
Building
Domain
Civic Tech
Stack
Python · FastAPI · React
Scope
Pakistan → Global
The Problem

Systems that claim one thing.
Work a completely different way.

In Pakistan — and everywhere — official processes exist on paper. What actually works is known only to people who have been through it before. The court that says "hearings at 9am" but nothing starts before 11. The hospital form that says "submit here" but the real queue is around the back. The government office with a 3-step process that is actually 9 steps.

This knowledge lives in people's heads and gets passed down informally. If you don't know someone who's been through it, you are at a severe disadvantage. PaperTrail changes that.

The Reality

The gap between official and actual

Every institution has two manuals. The official one — printed, published, polished. And the real one — passed mouth to mouth, learned through failure, updated constantly by the people who have to navigate it. PaperTrail makes the second one visible to everyone.

The Vision

The Wikipedia of how things actually work.

Crowdsourced, verified, geo-tagged, searchable. Start at "I need to renew my CNIC in Lahore" and get the real path — with wait times, undocumented steps, what to bring, and who to speak to — contributed by people who've done it.

Features

What PaperTrail does

🗺️
Geo-tagged Process Maps
Every submission tied to a real institution at a real location. Search by city, institution type, or process.
🧠
NLP Verification Layer
Submissions are clustered and cross-referenced to surface patterns. Three people reporting the same anomaly makes it a verified data point.
📊
Divergence Score
Each institution gets a score for how far the real process is from the official one. A 1 means it works as advertised. A 9 means bring your lunch.
🔄
Living Documentation
Processes change. The platform tracks changes over time so old advice is flagged and recent reports are weighted higher.
🔒
Anonymous Submissions
Where speaking out has consequences, anonymity matters. Fully anonymous contributions with no account required.
🌍
Globally Scalable
Built for Pakistan first, designed for everywhere. The same gap between official and actual exists in every country.
Stack

How it's built

🐍
FastAPI
Backend API
🗺️
Maps API
Geo-tagging
🤗
HuggingFace
NLP Clustering
⚛️
React
Frontend
🐘
PostgreSQL
Data Store
🔴
Redis
Caching
🐳
Docker
Deployment
🔐
Anon Layer
Privacy

Currently in development

Data model designed · API architecture in progress · Targeting Lahore as pilot city

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