The Chief Technology Officer of a data analytics company is central to the products and solutions that company ultimately delivers. In a September 2023 interview with AJ Saha, the CTO at Redica Systems, we discussed the greatest challenges and opportunities for data structuring and processing, AI/ML, and much more within the Quality and Regulatory Intelligence space, as well as what the future might hold.

The video chapters and accompanying timestamps are here for your easy reference:

  • 0:00 – Introduction
  • 1:00 – Background and Role at Redica Systems
  • 1:23 – Focus on Rebuilding Data Architecture
  • 3:16 – Bringing in Analytics and AI/ML
  • 3:54 – Tech Debt and Innovation
  • 4:05 – Embedded Analytics within Customer Applications
  • 4:39 – Intelligent Document Processing using AI/ML
  • 6:26 – Human in the Loop
  • 8:30 – Collaboration and Domain Expertise in AI
  • 9:55 – Different Flavors of AI
  • 11:38 – Moving towards Machine Learning
  • 15:51 – Data Lake House and Snowflake Partnership
  • 18:17 – Entity Resolution and Golden Records
  • 22:56 – Importance of the Redica ID



If you’d like to get a demo of Redica Systems Quality and Regulatory Intelligence, get in touch here.

About the Speaker


AJ Circle

Arijit Saha (AJ) is the CTO of Redica Systems and leads AI/ML, Data Engineering, Product Development, and IT/Technology teams.

AJ has 20+ years of experience in the technology industry, specializing in developing software products powered by AI/ML, Data and analytics. After joining Redica Systems, AJ led the development of a new data & analytics platform, and currently, along with his team, he is focused on innovations with AI/ML for Redica products.

Before joining Redica Systems in April 2021, AJ was CTO at, responsible for developing a suite of AI SaaS for Supply Chain and Manufacturing operations.

Before his work at, AJ was VP of Technology at Goldman Sachs, leading various data & analytics teams.

AJ started his software career in 2003 with Infosys, where he developed software applications & data products for various large enterprise customers.

AJ holds an Executive MBA from Quantic School of Business and Technology, a Professional Certificate in Business Analytics & Intelligence from the Indian Institute of Management, Bangalore, and a Bachelor of Engineering in Mechanica Engineering from VTU, India.

AJ is named as one of the inventors in a US patent on Artificial Intelligence Platform based on his previous work at

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