Case Study

Achieved Over 90% Accuracy in AI-Driven Recommendations to Accelerate Creative Writing for Students

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Industry 

Creative Writing Platform

Expertise 

Amazon SageMaker, AWS Lambda, Amazon S3

Offerings/solutions 

An AI-driven EdTech solution on Amazon SageMaker to enhance creative writing with tailored, scalable tools.

About the Client

Creative Writing Platform was founded in 2022 and headquartered in Singapore, is a global leader in enabling children to learn creative writing, publish books online, and sell printed-on-demand books via their website and Amazon.

Highlights

90%

Accuracy in AI Recommendations

0%

Human Intervention

Classes 1-12

Global Reach for Diverse Age Groups

The Challenge

The client faced challenges as many young authors struggled to complete their assignments due to difficulties in organizing their thoughts, resulting in unfinished books. They wanted CloudThat’s assistance to overcome these obstacles in creative writing and thought processing, prompting the introduction of a custom model to offer support and appropriate recommendations.

Solutions

• Client’s data securely stored in Amazon S3 with default encryption.
• AWS IAM user created for access and permission management.
• Raw data preprocessed with Amazon SageMaker for accuracy.
• Refined data stored in Amazon S3 for model training.
• GenAI/ML model trained on Amazon SageMaker with hyperparameter tuning.
• Trained model stored in Amazon S3 and registered for easy access.
• Model deployed as a real-time endpoint on SageMaker for integration.
• AWS Lambda preprocesses data, delivering responses via REST API.
• EventBridge and CloudWatch manage scheduling, monitoring, and performance.

The Results

Developed an end-to-end EdTech solution on Amazon SageMaker, enhancing customer engagement, operational efficiency, and content creation while ensuring 90%+ accuracy in AI-driven recommendations and zero human intervention for faster, tailored creative writing.

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