Processing...
NIX developed a comprehensive AI-driven solution for identifying restricted content in children’s books, engaging over 1,000 active users following its launch.
Education
Web Development, Computer Vision, Cloud Services, Generative AI
AWS Lambda & CLI, AWS Bedrock, LangChain
Our client, an ambitious startup, has embarked on a mission to streamline the book review and suitability assessment process for children’s literature, catering to the needs of publishers, bookstores, and educational institutions. Their core idea centers on developing a comprehensive AI-powered application designed to automatically and rapidly review, rate, and summarize books. Because the client is a member of the AWS Partner Network (APN), it allows them to gain significant support and funding from AWS, which was supposed to increase usage of AWS cloud services.
With our decades-long partnership with AWS and our seasoned and experienced team of professionals, the client approached us to transform their vision into a market-ready solution. Our goal was to provide end-to-end development services, building a robust and scalable cloud-native application from scratch.
The primary challenge was the inherent technical limitations of large language models (LLMs). These models possess a window limit, meaning they can only process a finite amount of text at one time. This capacity was significantly less than the content of even a single, moderately sized book. Overcoming this constraint by enhancing the LLMs would have required substantial additional hardware—specifically GPUs and TPUs—which would have drastically inflated project costs and thus wasn’t a viable option.
We started with the implementation of an advanced Amazon Nova-based solution, leveraging both its text-based and multimodal capabilities for efficient content evaluation. Additionally, we integrated Amazon Nova multimodal capabilities for comprehensive image review, particularly crucial for assessing graphic novels. The final application is designed to accurately identify and flag restricted content within books, such as sexually explicit content, hateful speech, violence, and drug use.
To overcome the inherent window limit of LLMs without incurring additional hardware costs, we devised a highly effective and cost-efficient custom solution: chunk-based processing. This method breaks down an entire book into manageable segments that the LLMs can process within their text limitations. The model then meticulously scans each chunk for restricted content, classifies it, and subsequently compresses and hierarchically summarizes the plot, providing an overall book score.
Furthermore, to ensure a cost-effective and rapid solution for the client, we implemented parallel processing in batches. This significantly speeds up book processing times and reduces the overall operational costs of the application.
Key features of the application:
Automatic detection and marking of restricted content within books
Extracting captions and analyzing illustrations for restricted content
Comprehensive book summarization based on both text and image analysis
Specifying a minimum age for the book
Scoring books according to US laws regarding content suitability
Our team continues to expand the app’s features. In the next update, we plan to roll out several new functionalities, including:
Efficient bulk upload and batch processing for multiple files
Document-type dependent image processing
User feedback mechanisms for fine-tuning book scores
Multilanguage support
UI display improvements to clearly show flagged images
Retry mechanism implementation to enhance product scalability for handling large texts
Navigation enhancements to integrate document readers for rapid content validation
Our collaboration culminated in the successful launch of a market-ready product that immediately captivated the industry and attracted substantial additional investments for the application enhancements and expansion. This success has fueled an exponential growth trajectory, with the product now on a path to scale rapidly thanks to strong investor confidence.
1000+
active users
1026
books processed to date
5-minute
average processing time for medium-sized books
3000-page
book processing capability
AI Integration: Streamlining Accreditation Workflow in Education
Infosec: Migration of an Education Platform to CMS Optimizely
MindTap
Next-Gen eLearning Platform for Medical Schools
Healthcare
LibraryPass Cloud Infrastructure: Cost Optimization with AWS
Publishing
Pharmaceutical Software Modernization and AI Implementation
Discover NIX AI chatbot solutions to boost engagement and efficiency. Custom development from PoC to enterprise. Learn more here!
Reduce your AWS costs by 30% and enhance cloud performance with NIX. We take into account your short and long-term needs to maximize business results. Explore!
Harness the power of generative AI with our end-to-end services that include AI strategy, model training, deployment, and integration.
NIX provides end-to-end AWS migration services—from AWS cloud migration consulting to post-support. Learn how to grow cloud performance and keep costs in check.
Top-notch cloud consulting services and cloud computing services in the USA for cloud migration and cost optimization for your cloud infrastructure.
Qualified services for web application development, enhancement, and maintenance. We deliver web app solutions that rise to your business challenges.
AWS consulting and development services from NIX is your way to join the cloud seamlessly and cost-efficiently. Stay on 24/7 with a certified partner.
NIX is a software engineering company in the USA that offers enterprises digital transformation consulting services to embrace the future and growth.
Elevate your development capabilities with our turnkey team while you concentrate on growing your core business.
Schedule Meeting
This site is protected by reCAPTCHA and the Google Privacy Policy and Terms of Service apply.
