The Technology Behind Amaalsense

How Amaalsense Works

From raw text to emotional insights - discover our revolutionary Hybrid Engine that combines proprietary formulas with AI.

The Hybrid Engine

Our unique approach combines the best of both worlds

70%

Proprietary Mathematical Formula

Based on DCFT (Digital Collective Field Theory) - a unique methodology developed specifically for collective emotion analysis.

30%

Advanced AI Analysis

Leverages state-of-the-art language models for nuanced sentiment understanding across Arabic and English content.

Hybrid Fusion = Maximum Accuracy

The 6-Step Process

Step 1
Data Collection

We gather text data from 8 diverse sources: news agencies, social media platforms, video platforms, and messaging channels - in both Arabic and English.

News APIsGoogle RSSGNewsRedditMastodonBlueskyYouTubeTelegram
Step 2
Hybrid Engine Processing

Our unique Hybrid Engine combines proprietary mathematical formulas (70%) with advanced AI analysis (30%) for unprecedented accuracy in emotion detection.

70% Proprietary Formula30% AI AnalysisHybrid FusionReal-time Processing
Step 3
Vector Extraction

Each text is converted into 6 emotional dimensions: Joy, Fear, Anger, Sadness, Hope, and Curiosity - creating a complete emotional fingerprint.

Joy 😊Fear 😨Anger 😠Sadness 😢Hope 🌟Curiosity 🔍
Step 4
Index Calculation

Emotional vectors are aggregated using our proprietary DCFT methodology to calculate three core indices: GMI (Global Mood), CFI (Fear), and HRI (Hope).

GMI (Mood Index)CFI (Fear Index)HRI (Hope Index)Confidence Score
Step 5
Geographic Mapping

Data is organized by country and region, creating a real-time emotional map of the world with color-coded indicators and city-level analysis.

25+ CountriesCity-level AnalysisHeat MapsRegional Trends
Step 6
Early Warning System

Our system monitors for sudden changes in emotional indices, triggering Telegram alerts when significant shifts are detected.

Real-time MonitoringTelegram AlertsThreshold DetectionDaily Reports

The 6 Emotional Vectors

😊

Joy

Happiness, excitement, pleasure

😨

Fear

Anxiety, worry, concern

😠

Anger

Frustration, outrage, irritation

😢

Sadness

Grief, disappointment, sorrow

🌟

Hope

Optimism, anticipation, faith

🔍

Curiosity

Interest, wonder, inquiry

8 Real-Time Data Sources

📰

News API

News
🌐

Google RSS

News
📱

GNews

News
🔴

Reddit

Social
🐘

Mastodon

Social
🦋

Bluesky

Social
▶️

YouTube

Video
✈️

Telegram

Messaging

Ready to Explore?

Start analyzing the emotional pulse of humanity with Amaalsense Engine.

Welcome to Amaalsense

Amaalsense is a revolutionary platform that analyzes collective emotions from digital sources worldwide. Let's take a quick tour!