Case Study

Empowering Pharmaceutical and Research Drug Development with AI-Powered PK/PD Analysis through Advanced AI Integration with Web Portal

Build web application for pharmaceutical researchers and industries to generate PK/PD analysis reports based on their research data.
Focus

The customer is a pioneering AI-powered software and services company dedicated to the pharmaceutical industry. They specialize in integrating artificial intelligence into pharmacokinetic/pharmacodynamic (PK/PD) analysis, providing advanced software solutions tailored to the dynamic needs of drug development, delivering practical and tangible benefits to the pharmaceutical sector.

Project Details

The objective of the projects is to develop a state-of-the-art web portal for pharmaceutical researchers and industries to generate PK/PD analysis reports based on their research data.

The key features are,

  • User signup with two-factor authentication (2FA)
  • Admin functionality and approval process for report generation
  • Credit purchases and management
  • Ability to choose AI/ML models for analysis report generation
  • Analysis Report Generation with tables and graphs and ability to download reports

Challenges

  • User Authentication and Approval: Ensuring secure user signup and approval processes.
  • Credit Management: Implementing a robust system for credit purchases, usage, and balance tracking
  • File Handling and Analysis: Supporting multiple analysis levels with variable credit rates and generating detailed reports
  • Admin Controls: Providing comprehensive tools for user management, payment tracking, and analysis report tracking
  • Graphical Report Generation: Creating visually appealing and informative analysis reports

Implementation Benefits

  • Enhanced Security: Two-factor authentication (2FA) ensures secure user access.
  • Efficient Management: Admin tools streamline user approval, credit management, and report tracking.
  • Scalability: The platform can handle various analysis levels and large datasets, making it suitable for diverse research needs.
  • User Engagement: Interactive and graphical reports enhance user experience and data interpretation.

Software Development

Digital Transformation

Integration Services

AI/ML Integration

CX/UX Design

Quality Assurance

Technologies

  • Frontend: ReactJS, Redux, HTML, CSS(SASS)
  • Backend: Python, Flask, OpenAI
  • Repositories & Data Store: PostgreSQL hosted on AWS RDS
  • AWS ECS
  • Figma Designs

Solutions

  • User Authentication and Approval:
    Implement user signup with email verification.
    Develop an admin panel for user approval.
    Enable 2FA (Two Factor Authentication) for added security during login.
  • Credit Management:
     Create a system for users to purchase credits via integrated payment gateways.
    Implement logic to deduct credits based on the chosen analysis level.
    – Allow admins to add credits to user accounts as needed.
  • Admin Controls:
    – Develop comprehensive admin dashboards for tracking payments and reports.
    – Provide tools for admins to manage user accounts, including adding credits and viewing activity logs.
  • File Handling and Analysis:
    – Design a file upload interface supporting the specified input format.
    – Develop backend processes to handle different analysis levels and compute required credits.
    – Generate and store analysis reports, ensuring they are accessible to users.
  • OpenAI GPT-4:
    – Utilizing OpenAI for Compartmental Analysis to determine the best compartmental model based on the data for each subject.
    – Provide a summary explaining why the chosen model is suitable and why others are not, leveraging OpenAI’s capabilities in model selection and explanation.
  • Graphical Report Generation:
    – Use libraries like matplotlib to create interactive graphs in reports.
    – The objective of the projects is to develop a state-of-the-art web portal for pharmaceutical researchers and industries to generate PK/PD analysis reports based on their research data.
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