10x faster quiz validation for EdTech at scale

The Challenge

EdTech platforms converting educator lesson notes into AI-generated quizzes face a fundamental quality problem. Validating AI-generated educational content for accuracy, context alignment, and engagement is time-intensive and lacks scalability and consistency.

Without systematic evaluation, inaccurate quizzes can damage learning outcomes and erode educator trust.

The Solution

Future AGI provided three evaluation tools targeting the core quality dimensions:

Context Adherence Evaluation

Examined whether quiz questions align with the educational material provided by educators. Using the SDK’s ContextAdherence templates, every question was scored for alignment between the question content and source material.

Grammatical Error Detection

A custom deterministic evaluation metric assessed language quality of quiz questions. Pass/Fail rules identified grammatical errors and structural issues that would undermine educational credibility.

Answer Relevance Evaluation

Validated that quiz answer options logically connected to context and queries. Accessible via an interactive dashboard with support for testing across multiple models.

The Results

• 10x faster turnaround time compared to manual validation
• 80% reduction in human effort required for validation
• Thousands of quizzes validated daily at consistent quality
• Improved KPIs across customer satisfaction, learning outcomes, user retention, and product quality

EdTech KPIs Addressed

1. Customer Satisfaction & Engagement - Higher quality quizzes drive better user experience
2. Learning Outcomes - Accurate, well-structured questions improve knowledge retention
3. User Retention - Consistent quality keeps educators and students on the platform
4. Product Quality - Automated evaluation maintains standards as content scales