From Hallucinations to High Value

A Practical GenAI Evaluation Framework

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Building Trust and Business Value with Responsible AI

Generative AI has moved from experimentation to a strategic lever for CDAOs, AI/ML
leaders to engage, optimize, scale, and innovate. However, hallucinations, bias, misuse, and security risks have stopped or slowed enterprise adoption, diminish stakeholder trust, and delaye the transformation process necessary to deliver value for the business purpose. To maximize value and bring credibility into Generative AI, leaders need a framework that pertains to enterprise-grade features, reliability, and impact.

This framework helps leaders evaluate Generative AI based on reliability, quality, and alignment to move innovations to trusted business outcomes. It offers a structured way of modernizing operations across all use cases from content generation to domain-specific workflows to autonomous systems.

What This Guide Enables You to Do

1. Establish Basic Reliability
Stress test models with adversarial prompts, monitor in production and build resilient GenAI systems.

2. Evaluate Quality and Consistency
Assess accuracy against ground truth, benchmark with different datasets, and perform comparisons across models for cost, speed, and robustness.

3. Address Critical Risks to Success
Ensure factual consistency, evaluate prompt effectiveness, and align systems with domain-specific metrics.

4. Efficacy Across Use Cases
Use the framework for keeping people safe while developing: content generation, conversational AI, and domain/field specific workflows.

5. Realize Business Benefits
Improve trust, maximize performance, and establish verifiable ROI via structured evaluation and continuous optimization.

Who Should Use This Guide?

  • Chief Data & Analytics Officers (CDAOs
  • AI/ML Program Directors
  • Data Science and Engineering Teams
  • Risk & Compliance Leaders
  • Product & Platform Owners

Why Movate?

Movate takes an AI-first transformation approach, combining operational expertise and advanced AI evaluation capabilities. Movate partners with enterprises to minimize risk, ensure responsible adoption, and capture measurable business value from GenAI, through a proven 3-level framework and industry-tested accelerators.