About General Reasoning

Pioneering the future of enterprise computing through universal business reasoning that transcends traditional software boundaries and empowers organizations with unprecedented operational intelligence.

Our Mission

To revolutionize enterprise computing by creating the first universal business reasoning system that eliminates software fragmentation, empowers cross-domain insights, and restores computing sovereignty to organizations through ownership-based technology solutions.

Core Values

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Universal Reasoning

We believe business intelligence shouldn't be constrained by artificial domain boundaries. Our technology transcends traditional software silos to enable true cross-functional insights.

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Ownership Over Subscriptions

Organizations deserve to own their critical business infrastructure. We champion one-time purchase models that provide long-term value and eliminate perpetual subscription dependencies.

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Computing Sovereignty

Data sovereignty and operational independence are fundamental rights. Our solutions give organizations complete control over their business reasoning capabilities.

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Professional Excellence

We build premium desktop applications that leverage professional workstation capabilities rather than accepting the limitations of browser-based tools.

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AI-Native Design

Artificial intelligence should be a persistent reasoning partner, not a chatbot interface. We integrate AI as a native component of business workflows.

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Future-Ready Economics

We embrace the emerging Bitcoin economy with native treasury management capabilities that prepare organizations for the new financial paradigm.

Technology Philosophy

Our approach to enterprise software development is grounded in fundamental principles that challenge industry conventions.

Beyond Dunbar's Number

Traditional business software is limited by human cognitive constraints - the inability to maintain relationships beyond ~150 entities. Our vector-based universal data system transcends these limitations, enabling organizations to reason across unlimited business relationships simultaneously.

Post-SaaS Computing

The SaaS model has created subscription fatigue and vendor dependency. We represent the next evolution: ownership-based enterprise software that provides superior economics and operational independence while delivering advanced capabilities.

Desktop Renaissance

Browser-based applications are commoditized compromises. Professional computing deserves premium desktop applications that leverage full workstation capabilities, multiple monitors, and native operating system integration.

Universal Business Language

Every industry speaks different domain vocabularies, but underlying business patterns are universal. Our technology recognizes that "patients," "customers," and "assets" are variations of the same entity relationship patterns.

Leadership Team

General Reasoning is led by experienced professionals with deep backgrounds in enterprise software development, business operations, and emerging technology adoption. Our team combines decades of experience building complex business systems with fresh perspectives on universal reasoning architectures.

Building the Future of Enterprise Computing

Our leadership team brings together expertise in enterprise architecture, AI integration, Bitcoin economics, and business process optimization. We are committed to delivering not just software, but a fundamental transformation in how organizations reason about and manage their operations.

Company History

2023

Foundation & Vision

General Reasoning founded with the vision of creating universal business reasoning systems that transcend traditional domain-specific software limitations.

2024

Core Architecture Development

Development of the vector-based universal data system with 5,000+ lines of optimized SQL forming the foundation of DXMachine's reasoning capabilities.

2024

AI Integration Framework

Implementation of persistent AI agent architecture integrated with organizational knowledge systems from JIRA, ADO, and Rally platforms.

2025

Bitcoin Treasury Integration

Native Bitcoin operations capabilities developed to support the emerging enterprise Bitcoin treasury trend with multi-signature security architecture.

2025

Enterprise Preview Launch

Limited enterprise preview program launched with select organizations to validate universal business reasoning capabilities across multiple industry verticals.

2025+

Market Expansion

Planned full market launch with comprehensive compliance certifications and cross-platform deployment capabilities for enterprise adoption.

Technology Vision

๐Ÿ”ฎ Future Technologies

Preparation for quantum-ready cryptography, advanced AI reasoning models, and emerging business paradigms that will shape the next decade of enterprise computing.

Long-Term Vision

Our ultimate goal is to fundamentally transform how organizations think about and interact with their business data. By 2030, we envision DXMachine as the standard platform for universal business reasoning, enabling organizations to make decisions based on complete cross-domain intelligence rather than fragmented departmental insights. We are building the foundation for a new era of enterprise computing where artificial boundaries between business functions dissolve, and organizations operate as truly integrated, intelligent systems.

Innovation Commitment

๐Ÿ’ก Continuous Innovation

Dedicated R&D investment ensuring DXMachine evolves with emerging business needs and technological advances in AI, quantum computing, and distributed systems.

๐Ÿค Customer Partnership

Deep collaboration with enterprise customers to understand evolving business reasoning requirements and incorporate feedback into platform development.

๐Ÿ”ฌ Open Research

Contribution to the broader research community through publications, conferences, and collaboration on universal reasoning methodologies and enterprise AI integration.

Investor Relations

Building Value Through Innovation

๐Ÿ“ˆ Growth Strategy

Revenue model focused on ownership-based licensing with recurring support and enhancement services, targeting rapid enterprise adoption across multiple verticals.

๐ŸŽฏ Market Position

First-mover advantage in universal business reasoning with defensible vector-based architecture and comprehensive enterprise compliance capabilities.

๐Ÿ’ฐ Value Creation

Multiple revenue streams including licensing, implementation services, support contracts, and Bitcoin treasury consulting for comprehensive value capture.

For investor inquiries and partnership opportunities:

Contact Investor Relations

Forward-Looking Statements

This page contains forward-looking statements regarding General Reasoning's development plans, market opportunities, and business strategy. These statements reflect current expectations and are subject to risks, uncertainties, and changes in circumstances. Actual results may differ materially from those expressed or implied by these forward-looking statements. General Reasoning undertakes no obligation to update these statements except as required by law.

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๐Ÿ”ฌ Research & Development

Continuous advancement of universal reasoning algorithms, vector database optimization, and AI integration methodologies that push the boundaries of enterprise computing.

๐ŸŒ Global Scalability

Architecture designed for global enterprise deployment with multi-region data residency, compliance frameworks, and localized business reasoning capabilities.