AI Use & Transparency

Last Updated: June 2, 2026

This document describes how Forge Awareness uses artificial intelligence and our commitment to transparency.

Our Commitment to Transparency

Forge Awareness believes in transparency regarding the use of AI and automated systems. This page discloses how AI is used in our platform and services.

Content Development and Creation

Forge Awareness uses AI tools to assist with content development, including:

• Drafting templates, policy language, and educational materials
• Generating course outlines and training content
• Creating variations of content for different scenarios or audiences
• Improving clarity, grammar, and readability

All AI-generated content is reviewed, edited, and verified by human subject matter experts before publication.

Content Quality Assurance

While AI assists in content generation, human review ensures:

• Accuracy and factual correctness
• Compliance with legal standards and best practices
• Alignment with security and privacy principles
• Appropriateness and cultural sensitivity
• Clarity and usefulness for intended audiences

AI is a tool to improve efficiency, not a replacement for human expertise and judgment.

Platform Features and Automation

The Forge Awareness platform uses AI and automated systems for:

• Search functionality and content discovery
• Personalization and recommendations
• User analytics and engagement tracking
• Spam and fraud detection
• Performance monitoring

Data Privacy and AI

Regarding AI use and data:

• User data is not used to train public AI models without consent
• Any AI processing of user data follows our Privacy Policy
• We do not share personal information with third-party AI providers unless necessary for service delivery
• AI-assisted content recommendations are based on usage patterns, not personal characteristics

See our Privacy Policy for complete data handling practices.

Bias and Fairness

We recognize that AI systems can reflect or amplify biases. Our approach:

• AI-generated content is reviewed for potential bias and fairness issues
• We aim to create inclusive, unbiased educational materials
• We welcome feedback on bias or discriminatory language
• Content is tested across diverse audiences and contexts
• We continuously improve our bias detection and mitigation

Limitations of AI

Users should understand that AI has limitations:

• AI may produce inaccurate, outdated, or misleading information
• AI cannot replace human professional judgment and expertise
• AI-generated content requires human review and verification
• Legal, HR, and compliance advice require qualified professionals, not AI
• AI may not account for jurisdictional or industry-specific nuances

This is why all materials must be reviewed by qualified professionals before use.

Disclosure of AI Use

Where practicable, we disclose when AI has been used in content creation or features. However, we may not explicitly label every instance of AI assistance, particularly where AI is one of many tools used in a creative or analytical process.

Future AI Integration

As AI technology evolves, we may integrate additional AI-powered features (e.g., personalized learning paths, content summarization, quiz generation). We will continue to prioritize transparency, user privacy, and ethical AI practices.

Compliance and Regulations

Our AI use complies with applicable regulations, including those addressing algorithmic accountability, transparency, and consumer protection. We monitor evolving AI regulations and adjust practices accordingly.