- Move Fast with AI
Human-Managed AI for Secure, Verifiable Software Development
Accelerate software delivery for federal agencies using AI—without compromising security, compliance, or trust. Our Glass Box AI approach transforms AI-generated code into human-verified, auditable, and mission-ready solutions.
- The Problem We Solve
The Federal AI Paradox: Speed vs. Safety
Federal agencies face increasing pressure to adopt AI for speed and efficiency, while maintaining strict mandates for security, compliance, and reliability.
Government personnel now face pressure to:
- Modernize systems
- Reduce backlogs with AI
- Deliver faster digital services
- Do more with fewer resources
- Prevent AI hallucinations
Agencies are forced to choose between speed and safety—when they need both.

- Framework
A Structured Approach to Human-Managed AI
STRATEGIC SPECIFICATION
Clear requirements and rules define the foundation before any code is generated.
Human Intent
Establish clear, detailed specifications to guide development.
Context Engineering
Integrate agency-specific data and constraints to ensure accurate AI.
Spec-Driven Development
Set non-negotiable rules for security, compliance, and technology standards.

AGENTIC EXECUTION
Human "Pilot"
Leverage multi-agent systems to streamline coding and testing.
Multi-Agent Workflows
Guarantee reliability by writing tests first, then building code to meet them.
Functional, Verifiable code
Develop in small, controlled batches to maintain quality and speed.

HUMAN VALIDATION
Human-in-the-Loop
Identify vulnerabilities and bring all code up to strict security standards.
Security Verification
Experts validate AI-generated outputs to ensure accuracy and reliability.
Copyright Stewardship
Maintain full visibility into code origin and compliance with requirements.


- Our approach
Introducing Glass Box AI
TCG’s Glass Box AI delivers a new approach to software development—combining the speed of artificial intelligence with strict human oversight. Instead of relying on black-box automation, outputs are reviewed, validated, and aligned with federal security and compliance standards.
With Glass Box AI, agencies can accelerate development without risking security, accuracy, or transparency. Every line of code is traceable, auditable, and built to meet mission-critical requirements.
- Features & Benefits
Built for Speed, Security, and Transparency
Our three-layer framework gives you control over AI-driven development, making it secure and fully verifiable. Each stage is designed to deliver speed without compromising compliance or trust.
Speed
Security
Human Control
Transparency
Efficiency
AI Solutions for Federal Agencies
TCG Glass Box AI is designed to support a wide range of federal use cases, helping agencies modernize systems, improve efficiency, and deliver secure digital services.
1. AI Processing
Deliver secure, compliant AI solutions tailored to mission-critical government needs.
2. Human Validation
Deploy AI within AWS GovCloud and Azure Government while maintaining data sovereignty.
3. Mission Success
Upgrade outdated systems with AI-assisted development and structured workflows.
4. Strategic Specification
Enhance development pipelines with integrated security, testing, and automation.
- Contract Vehicles & Trust
Accessible Through Trusted Government Contract Vehicles
Schedule 70
Pre-approved IT services for federal agencies.
OASIS+
Flexible contracting for complex professional services.
CIO-SP3
Government-wide acquisition for IT solutions.
DOT SWES
Support for transportation-related engineering services.
GSA IT Services
Access to enterprise IT and digital solutions.
FCC ADSS / SHIELD
Specialized contract vehicles for secure federal systems.