Transforming Thought into Action

Harnessing the power of metacognition to build intelligent systems that enhance human potential across education, mental health, conferencing, and environmental prediction.

Who We Are

A forward-thinking R&D firm pioneering the intersection of metacognition and technology

Innovating at the Nexus of Thought and Technology

Founded in 2021, MetaConnectX.Labs is an international R&D firm with a rapidly expanding portfolio of over 190 proprietary API-integrated modules. Our systems are autonomous, scalable, and compartmentalized, designed to work seamlessly together or independently.

We specialize in group-based solutions that leverage our proprietary agentic AI, metacognition algorithms, and advanced peer conferencing platform to solve complex challenges across multiple domains.

Our approach combines deep scientific research with practical application, creating technologies that don't just process information but understand and enhance human thought processes.

MetaConnectX Team Collaboration

Our Solutions

Comprehensive systems built on our metacognition technology platform

Better Together Mental Health

Revolutionizing mental health care through small-group therapy enhanced by metacognition algorithms that track progress and personalize treatment.

  • Small group therapy (6-15 participants)
  • Real-time Individualized Therapy Plans
  • Licensed clinician-led sessions
  • Progress tracking with metacognition
Learn More

STEP Education

Transforming learning through dynamic Individualized Learning Plans powered by metacognition technology that adapts to each student's thinking patterns.

  • Dynamic Individualized Learning Plans
  • Metacognition-driven curriculum
  • Real-time AI agent assistance
  • Multi-dimensional curriculum hierarchies
Learn More

Huddle Conferencing

Advanced conferencing platform with unique features like Oversee Mode, Attention Verification, and metacognition-powered participant engagement.

  • Smart sub-huddles with instant moderation
  • Attention verification technology
  • Oversee Mode for hosts
  • Advanced security and anonymity
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Flood-Hurricane Prediction

Cutting-edge environmental prediction system that uses metacognition algorithms to analyze complex weather patterns and improve forecasting accuracy.

  • Real-time prediction models
  • Pattern recognition algorithms
  • Early warning systems
  • Community impact analysis
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Our Core Technology

Metacognition: The science of understanding thought patterns to enhance decision-making

Metacognition Engine

Our proprietary metacognition technology analyzes the patterns behind thinking and decision-making processes, creating a scaffold that enhances human expertise rather than replacing it.

By mapping cognitive pathways, our engine identifies pinch-points in reasoning, learning, or therapeutic processes and suggests optimal next steps�all while keeping the human expert firmly in control.

This technology forms the foundation of all our systems, enabling personalized, adaptive solutions that evolve with users' needs.

META

Scalable Technology Platform

Built on a foundation of 190+ API-integrated modules

190+
API Modules
4
Core Systems
100%
Autonomous
107+
Scalable

Smart Tiles

Real-time visual tiles with embedded tools for enhanced conferencing and collaboration.

DI-Tracking

Differential improvement tracking with optimized remediation pathways.

Wallet System

Integrated payment and attendance tracking with full transaction records.

AI Agent Loop

Real-time AI assistance that integrates seamlessly with human expertise.

SLM Model

Structured Learning Model for tracking and enhancing cognitive processes.

SOAP Notes

AI-enhanced clinical documentation for mental health professionals.

Sub-Groups

Instant, monitored breakout rooms providing a range of full host controls.

Live Stream

Go live in one click - instant 4K to your audience of 100,000.

Technology Overview

Detailed information about our platforms and business cases

Technology Architecture

Core Infrastructure

Team & Expertise

  • 9 world-class full-stack developers with AI integration experience
  • Team members with 5+ years experience
  • International project experience (Australia, South Africa, USA)
  • "Chief-in-the-Loop" validation approach

Extensibility & Security

  • 190+ proprietary modular objects
  • No 3rd-party "black boxes" - full source insight
  • AES-2048 and RSA-2080 encryption
  • HIPAA Standard compatible

Scalability

  • AWS EC2 with multi-node scalability
  • Standalone deployable systems
  • Satellite IoT connectivity (ORBCOMM, RockBLOCK)
  • Starlink Roam for high-bandwidth needs

Technology Stack

  • OS: Ubuntu Cloud Server
  • PHP/Laravel-12 (API Layer)
  • Python (AI Integration)
  • Flutter & React (UI)
  • MySQL, MongoDB, PostgreSQL

Huddle Conferencing Platform

Revenue Generating

Key Features

  • Multi-mode meetings (P2P, Huddle, Stadium)
  • Smart sub-huddles with instant moderation
  • Attention verification technology
  • Integrated Wallet system
  • Agentic AI-enabled record keeping
  • Webinar Stadium for 25,000-100,000 users

Technical Capabilities

  • 4K video default (supports 8K)
  • Auto-adjusting for poor connections
  • Real-time screen and application sharing
  • One-click livestreaming
  • Comprehensive meeting recording

Business Case

Conferencing Platform: At $10/user/month for full interactive features x 10,000 monthly users = $100,000/month - 12% bandwidth costs = $88,000 EBITDA
 

Webinar Platform: At $3,500 cost/month for unlimited webinar meetings of <10,000 participants x 10,000 users = $35,000,000/month EBITDA. Virtually no competition at this price point.
 

Proven Success: Initial white-label license sold in 2022 for US$400k to Australian multinational for worldwide deployment.

Better Together Mental Health

Clinical Platform

Clinical Features

  • Small group therapy (6-15 participants)
  • Real-time Individualized Therapy Plans
  • Automated SOAP report generation
  • HIPAA-compliant data security
  • Integrated billing and scheduling

Technology Integration

  • Built on Huddle conferencing platform
  • AI processing of digital audio tracks
  • Patient self-assessment questionnaires
  • Post-session progress tracking
  • Disaster outreach capabilities

Business Case

Efficiency: 1 therapist can effectively serve 10 clients in online environment (Positive Reset Mental Health Services 2024 study).
 

Revenue Model: Therapy provided for cost of co-pay ($33) paid directly to platform while health insurance provider retains entire fee-for-service.
 

Savings: Average reimbursement by health care providers ($78/client/hr). 10,000 clients x 30 avg sessions = annual savings for provider of $23.4M.

Step Education

Metacognitive Education

Class Scheduling

  • Scheduled by the Author-Teacher-Host
  • No class-limit. Brick&mortar or online
  • Classes are autonomous objects
  • HIPAA-compliant data security
  • Accomodates multiple teacher-hosts

Building Curriculum

  • Curriculum adopted from any digital source
  • Curriculum uses our Step Scaffold Matrix
  • Scaffold contains all items associated with a Standard
  • Remediation, Testing, Learning Objects all within Scaffold
  • Author-owned. Easy to modify.

Metacognition

  • real-time dynamic Individualized Learning Plans
  • Metacognition agent valides student's grasp in real-time
  • Always Teacher-in-the-Loop
  • Metacognition Agent recomments teaching pathways
  • Teacher-Host always directs the ILP.

Business Case

Currrently:

  • Average full-time virtual schooling (such as K12) cost $5,100-$7,700 annually.
  • Blended programs (online + in-person sessions) average $7,600-$10,200 annually.
  • Costs do not cover student supplies, lab or technology costs.
  • Online public education programs cost the equivalent of in-person education ($10,000-$15,000).
     

Revenue Model: At our per-seat annual charge of $1,800 with 10,000 students = $18 million.
 

Savings:Results in a savings to average local public institution (school district) of $92 million.

Flood & Hurricane Prediction

Save Lives

Accuracy & Sources

  • Real-time NASA and NOAA feeds for baseline
  • OpenFEMA for projected resource baseline
  • 12 additional weather sources integrated in real-time
  • Multi-layer mapping divided into discrete AI-agents
  • Hydrologic model from Standford University PhD Hydrology colleague

Architecture

  • Each layer associated with an AI Agent
  • Each layer can have multiple layers
  • Each layer Agent is agentically summarizing
  • Layers can be added or substrated from one another
  • Current projections: 0 - 48 hours.

Operation

  • Can provide structure-level real-time updates
  • Includes full real-time logistic deployment and tracking
  • Auto handling of insufficient resource allocation
  • Human and non-human logistics cross-integrated
  • System can be packaged and operate under satellite IoT.

Business Case

Currrently:

  • 1980-2021, US experienced $2.2 trillion in climate-related disasters.
  • Average cost per event: Wildfires: $6.2 billion / Floods: $4.7 billion.
  • 2017-2021 average of $153 billion/year in recovery costs (marked increase).
  • Counties front $237-$665 million in disaster reimbursement claims before fed funds are received.
  • Typical FEMA reimbursement is 1-3 years (up to 6 years).
  • Average claims range from $1-25 million per disaster (excluding outlier events). (NOAA: Calculating the Cost of Weather and Climate Disasters, Harvard Disaster Medicine, US Disaster Recovery Costs)
     

Revenue Model: For the typical US county, cost to recover from a single natural disaster is approximately: $1.5 - $2.0 million per event
 

Savings:Results in an average savings to public institutions (County governments) of $92 million.
 

Metacognition Agent

Best Way to Better

Accuracy & Sources

  • Individualized real-time operational feedback
  • Self-reflection: assessing performance
  • Adaptability: changing stategies based on past experience
  • Error-correction: detect errors and correct for future outcomes
  • Resource Management: optimize use of resources through iterative feedback

Business Case

Currrently: Assuming metacognition increases the average output of a given student (K-12) by 13.4% over their educational experience

  • (Hedges g) average effects from 0.5-1.66 (Sercenia & Prudente, 2023)
  • Boost to disadvantaged learners
  • Improved problem-solving and self-regulation

Learning gains to socioeconomic outcomes:
  • Estimated test-score gains linked to metacognition = 7 months (EEF, 2019) representing 13.4% gain
  • Translate school-year gains into lifetime earnings: (usually expressed in Standard Deviation SD units)
        Direct cognitive interventions to students = 0.4-0.7 SD in achievement
        Using World Bank framework, improved cognitive skills represent: 1 SD gain = 4.7-6.8 years of schooling
        Conservative projections put each additional year of quality schooling = 8-10% increase in lifetime earnings
        Lifetime earnings gains per 1 SD cognitive skill = 37-68% increase over baseline earnings (in low/moderate income countries)
  • Median US lifetime earnings for k-12 completer = $1.6m (2025)
  • 2-4% increase = $32k-$64k per student

 

Savings: Assuming 50% receive metacognitive instruction societal value (50M x 0.5x48k) = $1.2 trillion USD in lifetime earnings.

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