Gen-AI Developer Classroom notes 23/Dec/2025

Usecase

LT Fincorp

  • This is a ficticious fin corp. This company is NBFC. This company gives loans to individuals and organizations
  • They have a large sales team who interact with customers
    • Right guidance to sales team on policies.
  • Workflow:
    • Sales person will be assigned to a customer by manager
    • The initial data about customer is fetched
      • Aaadhar Number
        • Which leads to
          • Good credit history
          • Bad Credit history
          • No Credit History
    • Loan Types:
      • Personal Loans
      • Mortages
      • Home loans
    • Sales person needs to understand the customer needs
      • amount:
      • interest rate:
      • purpose:
    • Sales person enters these details into a system which decides
      • intrest rate
      • amount (eligible)
  • LT Fincorp is losing business because of slow processing

Problem 1: Salesman Guidance

  • LT Fincorp has documentation of all the possible scenarios (private)

Comeup with possibilites.

  • We need to build a solution which abstracts all the document and policy complications with simple natural language.
  • This is RAG.

Problem 2: Quick processing

  • Sales representative, takes consent and gets the documents filled by customer
  • End of the day they upload the docs to the system
  • System is a rule engine with manual approvals/edits
  • application => interact with rule engine (decreased)
  • Inputs:
    • proofs (digi locker)
    • requests:
      • type of loan:
      • amount
      • repayments:
    • rule engine
      • credit score
      • income proofs
      • give possibilities (rules)
        • option 1
        • option 2
        • option 3
  • Agent

LT EdTech

  • I train students for competetive exams like NEET, IIT
  • Students have lots of different doubts depending on their background.
  • I want a patient teacher kind of solution
    • understand student
    • make student better
  • Solution: Fine tuning.

By continuous learner

enthusiastic technology learner

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