Streamlining Pharma R&D Processes
Streamlining Pharma R&D Processes
Internship Work | B2B Healthcare Product | Dashboard Design
Internship Work | B2B Healthcare Product | Dashboard Design

CASE STUDY COVER IMAGE
CASE STUDY COVER IMAGE
My Role
My Role
Research, Interaction Design, Prototyping, UI Design
Research, Interaction Design, Prototyping, UI Design
Research, Interaction Design, Prototyping, UI Design
Research, Interaction Design, User Flows, Wireframing, UI Design, Prototype
Team
Team
1 Designers, 1 Manager and 4 Developers
1 Designers, 1 Manager and 4 Developers
1 Designers, 1 Manager and 4 Developers
Timeline
Timeline
4 June 2024 - 30 July 2024
4 June 2024 - 30 July 2024
4 June 2024 - 30 July 2024
Overview
Overview
Entvin is a pioneering company focused on accelerating pharmaceutical research and development using cutting-edge LLM agents. Their platform is designed to streamline and optimize the drug development process, making it faster and more efficient.
As a UX designer intern, my primary task was to design an intuitive and efficient dashboard for Entvin's platform, aimed at facilitating quicker pharma R&D processes.
Successfully designed and implemented a user-friendly dashboard that significantly improved user interaction and streamlined the drug development workflow for formulation scientists.
Entvin is a pioneering company focused on accelerating pharmaceutical research and development using cutting-edge LLM agents. Their platform is designed to streamline and optimize the drug development process, making it faster and more efficient.
As a UX designer intern, my primary task was to design an intuitive and efficient dashboard for Entvin's platform, aimed at facilitating quicker pharma R&D processes.
Successfully designed and implemented a user-friendly dashboard that significantly improved user interaction and streamlined the drug development workflow for formulation scientists.
Entvin is a pioneering company focused on accelerating pharmaceutical research and development using cutting-edge LLM agents. Their platform is designed to streamline and optimize the drug development process, making it faster and more efficient.
As a UX designer intern, my primary task was to design an intuitive and efficient dashboard for Entvin's platform, aimed at facilitating quicker pharma R&D processes.
Successfully designed and implemented a user-friendly dashboard that significantly improved user interaction and streamlined the drug development workflow for formulation scientists.
Entvin is a pioneering company focused on accelerating pharmaceutical research and development using cutting-edge LLM agents. Their platform is designed to streamline and optimize the drug development process, making it faster and more efficient.
As a UX designer intern, my primary task was to design an intuitive and efficient dashboard for Entvin's platform, aimed at facilitating quicker pharma R&D processes.Successfully designed and implemented a user-friendly dashboard that significantly improved user interaction and streamlined the drug development workflow for formulation scientists.
What Exactly was the Problem
What Exactly was the Problem
Drug development is a complex and time-consuming process. Formulation scientists need to access, analyze, and manage a vast array of data efficiently. Entvin aims to solve this problem by providing a comprehensive dashboard that leverages LLM agents to accelerate the R&D process.
Drug development is a complex and time-consuming process. Formulation scientists need to access, analyze, and manage a vast array of data efficiently. Entvin aims to solve this problem by providing a comprehensive dashboard that leverages LLM agents to accelerate the R&D process.
Drug development is a complex and time-consuming process. Formulation scientists need to access, analyze, and manage a vast array of data efficiently. Entvin aims to solve this problem by providing a comprehensive dashboard that leverages LLM agents to accelerate the R&D process.
Drug development is a complex and time-consuming process. Formulation scientists need to access, analyze, and manage a vast array of data efficiently. Entvin aims to solve this problem by providing a comprehensive dashboard that leverages LLM agents to accelerate the R&D process.
Challenges include:
Navigating scattered information and time-intensive report writing.
Interpreting hundreds of documents of RLD data from various global sources (FDA, EMA, Japan PMDA, etc.).
Analyzing complex patents and countless peer-reviewed articles.
Drafting comprehensive reports from multiple sources.
Critical R&D decisions based on manual DoE challenges.
Complex interdepartmental coordination during the development phase.
Challenges include:
Navigating scattered information and time-intensive report writing.
Interpreting hundreds of documents of RLD data from various global sources (FDA, EMA, Japan PMDA, etc.).
Analyzing complex patents and countless peer-reviewed articles.
Drafting comprehensive reports from multiple sources.
Critical R&D decisions based on manual DoE challenges.
Complex interdepartmental coordination during the development phase.
Challenges include:
Navigating scattered information and time-intensive report writing.
Interpreting hundreds of documents of RLD data from various global sources (FDA, EMA, Japan PMDA, etc.).
Analyzing complex patents and countless peer-reviewed articles.
Drafting comprehensive reports from multiple sources.
Critical R&D decisions based on manual DoE challenges.
Complex interdepartmental coordination during the development phase.
Challenges include:
Navigating scattered information and time-intensive report writing.
Interpreting hundreds of documents of RLD data from various global sources (FDA, EMA, Japan PMDA, etc.).
Analyzing complex patents and countless peer-reviewed articles.
Drafting comprehensive reports from multiple sources.
Critical R&D decisions based on manual DoE challenges.
Complex interdepartmental coordination during the development phase.


Problems
Problems
Target User
Target User
Formulation scientists, researchers, and R&D professionals in the pharmaceutical industry.
Formulation scientists, researchers, and R&D professionals in the pharmaceutical industry.
Formulation scientists, researchers, and R&D professionals in the pharmaceutical industry.
Formulation scientists, researchers, and R&D professionals in the pharmaceutical industry.
Business Goals
Business Goals
Build a comprehensive dashboard to streamline data access and management.
Capture the market by offering an innovative solution for pharma R&D.
Assist formulation scientists in speeding up the drug development process.
Build a comprehensive dashboard to streamline data access and management.
Capture the market by offering an innovative solution for pharma R&D.
Assist formulation scientists in speeding up the drug development process.
Build a comprehensive dashboard to streamline data access and management.
Capture the market by offering an innovative solution for pharma R&D.
Assist formulation scientists in speeding up the drug development process.
Build a comprehensive dashboard to streamline data access and management.
Capture the market by offering an innovative solution for pharma R&D.
Assist formulation scientists in speeding up the drug development process.
Current Scenario for Drug Development
Current Scenario for Drug Development
The current drug development process is fragmented and data-intensive. Scientists often struggle with data accessibility, integration, and analysis, leading to delays and inefficiencies. Entvin addresses these issues by providing a unified platform with advanced AI capabilities.
The current drug development process is fragmented and data-intensive. Scientists often struggle with data accessibility, integration, and analysis, leading to delays and inefficiencies. Entvin addresses these issues by providing a unified platform with advanced AI capabilities.
The current drug development process is fragmented and data-intensive. Scientists often struggle with data accessibility, integration, and analysis, leading to delays and inefficiencies. Entvin addresses these issues by providing a unified platform with advanced AI capabilities.
The current drug development process is fragmented and data-intensive. Scientists often struggle with data accessibility, integration, and analysis, leading to delays and inefficiencies. Entvin addresses these issues by providing a unified platform with advanced AI capabilities.
Secondary Research
Secondary Research
Findings:
Regulatory scientists spend 60-70% of their time reading and organizing information rather than innovating.
A single comprehensive report can take up to a month to complete manually.
The number of documents for RLD data can exceed hundreds, sourced from FDA, EMA, Japan PMDA, Australia TGA, Argentina ANMAT, etc.
Complex patents and countless peer-reviewed articles add to the workload.
Critical formulation decisions are often based on manual analysis of vast data sets.
Interdepartmental coordination adds weeks or even months to development timelines.
Findings:
Regulatory scientists spend 60-70% of their time reading and organizing information rather than innovating.
A single comprehensive report can take up to a month to complete manually.
The number of documents for RLD data can exceed hundreds, sourced from FDA, EMA, Japan PMDA, Australia TGA, Argentina ANMAT, etc.
Complex patents and countless peer-reviewed articles add to the workload.
Critical formulation decisions are often based on manual analysis of vast data sets.
Interdepartmental coordination adds weeks or even months to development timelines.
Findings:
Regulatory scientists spend 60-70% of their time reading and organizing information rather than innovating.
A single comprehensive report can take up to a month to complete manually.
The number of documents for RLD data can exceed hundreds, sourced from FDA, EMA, Japan PMDA, Australia TGA, Argentina ANMAT, etc.
Complex patents and countless peer-reviewed articles add to the workload.
Critical formulation decisions are often based on manual analysis of vast data sets.
Interdepartmental coordination adds weeks or even months to development timelines.
Findings:
Regulatory scientists spend 60-70% of their time reading and organizing information rather than innovating.
A single comprehensive report can take up to a month to complete manually.
The number of documents for RLD data can exceed hundreds, sourced from FDA, EMA, Japan PMDA, Australia TGA, Argentina ANMAT, etc.
Complex patents and countless peer-reviewed articles add to the workload.
Critical formulation decisions are often based on manual analysis of vast data sets.
Interdepartmental coordination adds weeks or even months to development timelines.
Insights:
Scientists need an automated solution to compile and update reports quickly.
There is a significant need for integration with global regulatory and scientific data sources.
A unified interface for seamless navigation across diverse data sources is essential.
AI-driven recommendations can greatly reduce the time spent on literature review and experimental design.
Enhancements in data management and analysis can lead to faster drug launches and superior research outcomes.
Insights:
Scientists need an automated solution to compile and update reports quickly.
There is a significant need for integration with global regulatory and scientific data sources.
A unified interface for seamless navigation across diverse data sources is essential.
AI-driven recommendations can greatly reduce the time spent on literature review and experimental design.
Enhancements in data management and analysis can lead to faster drug launches and superior research outcomes.
Insights:
Scientists need an automated solution to compile and update reports quickly.
There is a significant need for integration with global regulatory and scientific data sources.
A unified interface for seamless navigation across diverse data sources is essential.
AI-driven recommendations can greatly reduce the time spent on literature review and experimental design.
Enhancements in data management and analysis can lead to faster drug launches and superior research outcomes.
Insights:
Scientists need an automated solution to compile and update reports quickly.
There is a significant need for integration with global regulatory and scientific data sources.
A unified interface for seamless navigation across diverse data sources is essential.
AI-driven recommendations can greatly reduce the time spent on literature review and experimental design.
Enhancements in data management and analysis can lead to faster drug launches and superior research outcomes.
Key Features
Key Features
Report Generation: Simplifies the process of compiling and generating detailed reports.
AI Chat Bot: Provides instant answers to complex queries, improving decision-making speed.
AI Scrutinizer: Ensures data accuracy and compliance with regulatory standards.
Analytical AI: Assists in the thorough analysis of experimental data.
Saved Reports: Allows easy access to previously generated reports.
Notifications: Keeps users updated with real-time alerts.
Help and Support: Provides comprehensive guidance and troubleshooting.
Report Generation: Simplifies the process of compiling and generating detailed reports.
AI Chat Bot: Provides instant answers to complex queries, improving decision-making speed.
AI Scrutinizer: Ensures data accuracy and compliance with regulatory standards.
Analytical AI: Assists in the thorough analysis of experimental data.
Saved Reports: Allows easy access to previously generated reports.
Notifications: Keeps users updated with real-time alerts.
Help and Support: Provides comprehensive guidance and troubleshooting.
Report Generation: Simplifies the process of compiling and generating detailed reports.
AI Chat Bot: Provides instant answers to complex queries, improving decision-making speed.
AI Scrutinizer: Ensures data accuracy and compliance with regulatory standards.
Analytical AI: Assists in the thorough analysis of experimental data.
Saved Reports: Allows easy access to previously generated reports.
Notifications: Keeps users updated with real-time alerts.
Help and Support: Provides comprehensive guidance and troubleshooting.
Report Generation: Simplifies the process of compiling and generating detailed reports.
AI Chat Bot: Provides instant answers to complex queries, improving decision-making speed.
AI Scrutinizer: Ensures data accuracy and compliance with regulatory standards.
Analytical AI: Assists in the thorough analysis of experimental data.
Saved Reports: Allows easy access to previously generated reports.
Notifications: Keeps users updated with real-time alerts.
Help and Support: Provides comprehensive guidance and troubleshooting.


Before and after Entvin
Before and after Entvin
Final UI
Final UI
After defining key features, start making UI screens for the dashboard.
After defining key features, start making UI screens for the dashboard.
After defining key features, start making UI screens for the dashboard.
After defining key features, start making UI screens for the dashboard.
Login Screen
Login Screen
The entry point to Entvin, featuring a clean and straightforward login interface for easy access to the platform. Users can sign in using their credentials or through Microsoft, ensuring a secure and seamless login experience.
The entry point to Entvin, featuring a clean and straightforward login interface for easy access to the platform. Users can sign in using their credentials or through Microsoft, ensuring a secure and seamless login experience.
The entry point to Entvin, featuring a clean and straightforward login interface for easy access to the platform. Users can sign in using their credentials or through Microsoft, ensuring a secure and seamless login experience.
The entry point to Entvin, featuring a clean and straightforward login interface for easy access to the platform. Users can sign in using their credentials or through Microsoft, ensuring a secure and seamless login experience.


Login Screen
Login Screen
Report Generation Dashboard
Report Generation Dashboard
Centralized interface for generating detailed drug development reports, enabling users to customize parameters and sources efficiently. This dashboard facilitates the easy selection of report criteria and rapid generation of comprehensive reports.
Centralized interface for generating detailed drug development reports, enabling users to customize parameters and sources efficiently. This dashboard facilitates the easy selection of report criteria and rapid generation of comprehensive reports.
Centralized interface for generating detailed drug development reports, enabling users to customize parameters and sources efficiently. This dashboard facilitates the easy selection of report criteria and rapid generation of comprehensive reports.
Centralized interface for generating detailed drug development reports, enabling users to customize parameters and sources efficiently. This dashboard facilitates the easy selection of report criteria and rapid generation of comprehensive reports.


Report Generation Dashboard
Report Generation Dashboard
AI Chat Bot
AI Chat Bot
Interactive chat interface where users can query the AI for detailed insights and information on various drug molecules. This feature enhances user experience by providing instant answers to complex questions.
Interactive chat interface where users can query the AI for detailed insights and information on various drug molecules. This feature enhances user experience by providing instant answers to complex questions.
Interactive chat interface where users can query the AI for detailed insights and information on various drug molecules. This feature enhances user experience by providing instant answers to complex questions.
Interactive chat interface where users can query the AI for detailed insights and information on various drug molecules. This feature enhances user experience by providing instant answers to complex questions.


AI Chat Bot
AI Chat Bot
AI Scrutinizer Module Selection
AI Scrutinizer Module Selection
Interface for selecting various modules and verticals, ensuring that all relevant data points are covered in the scrutiny process. Users can choose from multiple modules and parameters to tailor the scrutiny to their specific needs.
Interface for selecting various modules and verticals, ensuring that all relevant data points are covered in the scrutiny process. Users can choose from multiple modules and parameters to tailor the scrutiny to their specific needs.
Interface for selecting various modules and verticals, ensuring that all relevant data points are covered in the scrutiny process. Users can choose from multiple modules and parameters to tailor the scrutiny to their specific needs.
Interface for selecting various modules and verticals, ensuring that all relevant data points are covered in the scrutiny process. Users can choose from multiple modules and parameters to tailor the scrutiny to their specific needs.


AI Scrutinizer Module Selection
AI Scrutinizer Module Selection
AI Scrutinizer File Upload
AI Scrutinizer File Upload
Simple and intuitive file upload process, enabling users to input reference documents for AI scrutiny. This feature allows users to easily upload and manage documents necessary for thorough analysis.
Simple and intuitive file upload process, enabling users to input reference documents for AI scrutiny. This feature allows users to easily upload and manage documents necessary for thorough analysis.
Simple and intuitive file upload process, enabling users to input reference documents for AI scrutiny. This feature allows users to easily upload and manage documents necessary for thorough analysis.
Simple and intuitive file upload process, enabling users to input reference documents for AI scrutiny. This feature allows users to easily upload and manage documents necessary for thorough analysis.


AI Scrutinizer File Upload
AI Scrutinizer File Upload
AI Scrutinizer Result
AI Scrutinizer Result
Detailed display of AI scrutiny results, providing users with comprehensive insights into their uploaded documents. This section helps users understand and act on the AI-generated findings to improve their R&D processes.
Detailed display of AI scrutiny results, providing users with comprehensive insights into their uploaded documents. This section helps users understand and act on the AI-generated findings to improve their R&D processes.
Detailed display of AI scrutiny results, providing users with comprehensive insights into their uploaded documents. This section helps users understand and act on the AI-generated findings to improve their R&D processes.
Detailed display of AI scrutiny results, providing users with comprehensive insights into their uploaded documents. This section helps users understand and act on the AI-generated findings to improve their R&D processes.


AI Scrutinizer Result
AI Scrutinizer Result
Analytical AI Dashboard
Analytical AI Dashboard
Organized view of all experiments and their reports, providing users with easy access to analyze and edit experimental data. This dashboard allows users to manage their experiments efficiently and derive actionable insights.
Organized view of all experiments and their reports, providing users with easy access to analyze and edit experimental data. This dashboard allows users to manage their experiments efficiently and derive actionable insights.
Organized view of all experiments and their reports, providing users with easy access to analyze and edit experimental data. This dashboard allows users to manage their experiments efficiently and derive actionable insights.
Organized view of all experiments and their reports, providing users with easy access to analyze and edit experimental data. This dashboard allows users to manage their experiments efficiently and derive actionable insights.


Analytical AI Dashboard
Analytical AI Dashboard
Notifications Page
Notifications Page
Centralized location for all report update notification, ensuring that users are always up-to-date with the latest information and alerts. This page helps users stay informed about important updates and events related to their projects.
Centralized location for all report update notification, ensuring that users are always up-to-date with the latest information and alerts. This page helps users stay informed about important updates and events related to their projects.
Centralized location for all report update notification, ensuring that users are always up-to-date with the latest information and alerts. This page helps users stay informed about important updates and events related to their projects.
Centralized location for all report update notification, ensuring that users are always up-to-date with the latest information and alerts. This page helps users stay informed about important updates and events related to their projects.


Notifications Page
Notifications Page
Saved Reports Section
Saved Reports Section
Organized repository of saved reports, allowing users to sync, view, and manage their reports effortlessly. This section provides quick access to previously generated reports, helping users keep track of their work and updates.
Organized repository of saved reports, allowing users to sync, view, and manage their reports effortlessly. This section provides quick access to previously generated reports, helping users keep track of their work and updates.
Organized repository of saved reports, allowing users to sync, view, and manage their reports effortlessly. This section provides quick access to previously generated reports, helping users keep track of their work and updates.
Organized repository of saved reports, allowing users to sync, view, and manage their reports effortlessly. This section provides quick access to previously generated reports, helping users keep track of their work and updates.


Saved Reports Section
Saved Reports Section
How to Use Entvin Guide
How to Use Entvin Guide
Comprehensive guide to help users navigate and utilize all features of the Entvin platform effectively. This section provides step-by-step instructions and tips for maximizing the platform's capabilities.
Comprehensive guide to help users navigate and utilize all features of the Entvin platform effectively. This section provides step-by-step instructions and tips for maximizing the platform's capabilities.
Comprehensive guide to help users navigate and utilize all features of the Entvin platform effectively. This section provides step-by-step instructions and tips for maximizing the platform's capabilities.
Comprehensive guide to help users navigate and utilize all features of the Entvin platform effectively. This section provides step-by-step instructions and tips for maximizing the platform's capabilities.


How to Use Entvin Guide
How to Use Entvin Guide
Outcome
Outcome
Accelerated Research: Reduced R&D report creation time from 1 month to just 1-2 days, significantly speeding up ANDA research timelines.
Faster Drug Launches: Increased likelihood of securing a 180-day exclusivity period, crucial for capturing up to 80% of a generic drug's lifetime revenue, adding $10-100Mn per molecule.
Enhanced Research Quality: Enabled scientists to focus on critical, non-automatable tasks, improving overall scientific outcomes.
Expanded Research Capacity: Empowered R&D teams to scale their efforts, increasing the number of molecules in the pipeline and enhancing approval chances.
Efficiency Gains: Saved over 9,000 scientist hours, synced 1.2M+ data points weekly, and managed data for 4700+ Orange Book molecules.
Accelerated Research: Reduced R&D report creation time from 1 month to just 1-2 days, significantly speeding up ANDA research timelines.
Faster Drug Launches: Increased likelihood of securing a 180-day exclusivity period, crucial for capturing up to 80% of a generic drug's lifetime revenue, adding $10-100Mn per molecule.
Enhanced Research Quality: Enabled scientists to focus on critical, non-automatable tasks, improving overall scientific outcomes.
Expanded Research Capacity: Empowered R&D teams to scale their efforts, increasing the number of molecules in the pipeline and enhancing approval chances.
Efficiency Gains: Saved over 9,000 scientist hours, synced 1.2M+ data points weekly, and managed data for 4700+ Orange Book molecules.
Accelerated Research: Reduced R&D report creation time from 1 month to just 1-2 days, significantly speeding up ANDA research timelines.
Faster Drug Launches: Increased likelihood of securing a 180-day exclusivity period, crucial for capturing up to 80% of a generic drug's lifetime revenue, adding $10-100Mn per molecule.
Enhanced Research Quality: Enabled scientists to focus on critical, non-automatable tasks, improving overall scientific outcomes.
Expanded Research Capacity: Empowered R&D teams to scale their efforts, increasing the number of molecules in the pipeline and enhancing approval chances.
Efficiency Gains: Saved over 9,000 scientist hours, synced 1.2M+ data points weekly, and managed data for 4700+ Orange Book molecules.
Accelerated Research: Reduced R&D report creation time from 1 month to just 1-2 days, significantly speeding up ANDA research timelines.
Faster Drug Launches: Increased likelihood of securing a 180-day exclusivity period, crucial for capturing up to 80% of a generic drug's lifetime revenue, adding $10-100Mn per molecule.
Enhanced Research Quality: Enabled scientists to focus on critical, non-automatable tasks, improving overall scientific outcomes.
Expanded Research Capacity: Empowered R&D teams to scale their efforts, increasing the number of molecules in the pipeline and enhancing approval chances.
Efficiency Gains: Saved over 9,000 scientist hours, synced 1.2M+ data points weekly, and managed data for 4700+ Orange Book molecules.
More Work
More Work
More Work
More Work


Hackathon
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Adobe Designathon Runner up
Adobe Designathon Runner up
Adobe Designathon Runner up
Adobe Designathon Runnerup
Second Rank in Adobe Designathon. I designed UX for an app enhancing visitor experience in botanical gardens through interactive guides.
Second Rank in Adobe Designathon. I designed UX for an app enhancing visitor experience in botanical gardens through interactive guides.
Second Rank in Adobe Designathon. I designed UX for an app enhancing visitor experience in botanical gardens through interactive guides.
Second Rank in Adobe Designathon. I designed UX for an app enhancing visitor experience in botanical gardens through interactive guides.










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