Success Story

Connected Digital Experiences

Automated testing solution for the insulin calculator validation process enabled the client to deliver a seamless and reliable experience to users worldwide​

Ad Tech company executes Real-Time contextual classification of webpages using multifold classification and interpretation models by leveraging Zimetrics tech-enabled services

Challenges

  • The client faced significant challenges in validating their insulin calculator, which required matching system of record database values against algorithm-derived values. ​
  • The manual validation process was time-consuming and prone to errors​
  • It was unable to handle the large number of patients using their system.​

Solution

  • Automated APIs Validation: Developed a robust automation framework that efficiently executed validations for APIs catering to a large number of patients. ​
  • Logging and Reporting: The test component generated detailed logs and comprehensive reports, providing a clear comparison between actual and algorithm-derived results. These reports were presented in CSV files for easy accessibility and data analysis.​
  • Extended Functionality: Enhanced the test component to incorporate an insulin reminder feature. The extended automation encompassed testing for correct insulin dosage reminders and verification of missed dose API functionality.​

Impact

  • Time and Cost Savings​
  • Improved Accuracy​
  • Scalability and Efficiency​
  • Enhanced Patient Safety​
  • Real-time Insights​

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Company

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Lorem Ipsum is simply dummy text of the printing and typesetting industry. Lorem Ipsum has been the industry's standard dummy text ever since the 1500s, when an unknown printer took a galley of type and scrambled it to make a type specimen book. It has survived not only five centuries, but also the leap into electronic typesetting, remaining essentially unchanged. It was popularised in the 1960s with the release of Letraset sheets containing Lorem Ipsum passages, and more recently with desktop publishing software like Aldus PageMaker including versions of Lorem Ipsum.

Challenges

Solutions

Deep Learning

Models to categorize industry and subindustries relevant sections and denoise

Language Models

Interpret the key concepts from tables, graphs images and running texts

Vision Models

For layout interpretation and correlation of objects in the frame of moment captured

Impact / Metrics

90%+

F1 Score Harmonic Mean of Precision and Recall

50%+

Improved Relevancy Relative to Cookies

99.9%+

Realtime Data Exchange

Tech Stack

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