Inspiration

What it does

How we built it

Challenges we ran into

Accomplishments that we're proud of

What we learned

What's next for Ghost

Ghost

See through everything.

Ghost is a cognitive security tool designed to help people identify manipulative AI-generated content before it affects what they believe, share, or act on. Instead of relying only on surface-level detection, Ghost analyzes deeper behavioral patterns in content to expose manipulation more effectively.

Overview

As synthetic media becomes harder to distinguish from reality, traditional AI detection methods are becoming less reliable. Ghost approaches the problem differently by focusing on behavioral intent rather than just whether something "sounds AI-generated."

Ghost helps users:

detect suspicious content in real time
understand why content may be manipulative
learn from past exposure
build stronger digital judgment over time

Problem

People are increasingly exposed to AI-generated screenshots, posts, images, and media that appear real enough to damage reputations, spread misinformation, and manipulate decisions.

Most current tools focus on:

AI-sounding words
awkward phrasing
shallow sourcing checks

The issue is that modern AI is getting better at sounding human. That means detection needs to move beyond surface clues.

Our Solution

Ghost identifies patterns that commonly appear in manipulative or AI-generated content by analyzing three key dimensions:

1. Rhythm

AI-generated writing often follows a more mathematical and predictable language path than human writing, which tends to shift more naturally with emotion and context.

2. Expertise

AI often sounds highly confident and authoritative, even when that confidence is not earned. It tends to avoid uncertainty unless specifically prompted.

3. Intent

Manipulative content usually has a clear goal path, such as:

outrage
urgency
persuasion
lead generation

By focusing on these behavioral signals, Ghost reveals not just whether something may be fake, but what it is trying to do to the user.

Core Features

Extension Detection

A browser extension that scans visible content on a user’s screen and quickly analyzes whether it shows signs of manipulative AI behavior.

Dashboard / Stat Mode

A statistics dashboard that helps users track patterns over time and understand where manipulation appears repeatedly in their digital lives.

Learning Mode

An educational mode that helps users learn from flagged content, understand what triggered detection, and improve their ability to recognize suspicious media in the future.

How It Works

Ghost operates as:

a Chrome extension
a web platform

Workflow

The extension captures visible on-screen content.
AI models analyze the content through the API.
Ghost generates scores across:
- Rhythm
- Expertise
- Intent
Data is synced through Firebase.
Users receive clear, actionable insights rather than vague AI percentages.

Tech Stack

Groq API
Llama models
Firebase
Chrome Extension
Web dashboard

Business Model

Ghost uses a freemium model.

Free Tier

basic browser-based scanning
low barrier to entry
helps users experience value before paying

Slimer Tier

includes Learning Mode
more educational and personalized experience

Casper Tier

includes Stat Mode / dashboard
includes all previous tier features
deeper insight into user exposure and behavior

Why Freemium Works

Ghost solves a problem that users understand best through experience. The free tier creates trust and habit, while paid features provide deeper insight, long-term value, and stronger retention.

Users may not immediately pay for simple detection, but they will pay for:

deeper understanding
self-protection
behavior tracking
improved digital literacy

Vision

Ghost is more than a browser extension.

Our long-term vision is to build infrastructure for trust in the AI era by expanding into:

Android accessibility integrations
broader digital trust protocols
journalism and media verification
real-time AR and wearable trust systems

Why It Matters

Ghost is not just a detection tool.

It is part of a larger category we call cognitive security.

cybersecurity protects your devices
privacy tools protect your data
Ghost protects your judgment

Elevator Pitch

Ghost helps people see through everything.
We detect manipulative AI content not by looking for outdated surface-level clues, but by exposing the deeper patterns and intent behind it. As synthetic media becomes harder to spot, Ghost creates a new layer of cognitive security for the internet.