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RAIGuard Blog

Insights, best practices, and thought leadership on responsible AI deployment.

Featured Article β€’ January 12, 2025 β€’ 8 min read

5 Costly Mistakes in LLM Deployment and How to Avoid Them

Deploying large language models in production environments comes with unique challenges that can quickly derail projects and budgets. Based on our experience helping hundreds of organizations implement responsible AI, we've identified five critical mistakes that consistently cost teams time, money, and trust.

Key Takeaways:

  • Mistake #1: Deploying without proper input validation leads to security vulnerabilities and data leaks
  • Mistake #2: Ignoring cost governance results in budget overruns averaging 300% in the first quarter
  • Mistake #3: Skipping output validation creates brand risk and compliance issues
  • Mistake #4: Inadequate audit logging makes debugging impossible and fails compliance requirements
  • Mistake #5: Overlooking bias and fairness leads to discriminatory outcomes and legal exposure
Learn How RAIGuard Prevents These Mistakes

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Compliance β€’ January 10, 2025 β€’ 10 min read

Understanding the EU AI Act: What It Means for Your Generative AI Projects

The European Union's AI Act is the world's first comprehensive AI regulation. This guide breaks down what it means for your LLM deployments, including risk classifications, conformity requirements, and practical steps to ensure compliance.

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Best Practices β€’ January 8, 2025 β€’ 6 min read

Beyond Accuracy: Measuring Responsible AI with RAIGuard

Accuracy isn't everything when it comes to AI systems. Learn how to measure and monitor the metrics that truly matter: safety, fairness, transparency, reliability, and cost-efficiency. Includes a framework for establishing KPIs for responsible AI.

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Security β€’ January 5, 2025 β€’ 12 min read

How Prompt Injection Works and How to Defend Against It

Prompt injection is one of the most critical security vulnerabilities in LLM applications. This deep-dive explores real-world attack vectors, demonstrates exploitation techniques, and provides a comprehensive defense strategy including detection, prevention, and response.

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Cost Management β€’ January 3, 2025 β€’ 7 min read

Reducing LLM Costs by 40% with Intelligent Governance

LLM costs can spiral out of control without proper governance. Discover proven strategies for reducing costs including prompt compression, smart caching, model routing, and budget enforcementβ€”all while maintaining quality and user experience.

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Ethics β€’ December 28, 2024 β€’ 9 min read

Bias in AI: Detection, Mitigation, and Continuous Monitoring

AI bias isn't just an ethical concernβ€”it's a legal and business risk. Learn how to detect bias across demographic dimensions, implement mitigation strategies, and establish continuous monitoring to ensure fair AI systems over time.

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Industry Focus β€’ December 22, 2024 β€’ 11 min read

HIPAA-Compliant AI: A Guide for Healthcare Organizations

Deploying AI in healthcare requires strict HIPAA compliance. This comprehensive guide covers PHI handling, audit requirements, access controls, and how to build AI applications that improve patient care while maintaining regulatory compliance.

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