BusinessImplementationCase Study

Real World AI Implementation: Case Studies

Simplelab•5 Januari 2024

Real World AI Implementation: Case Studies


Implementasi AI di dunia nyata sering berbeda dengan tutorial atau demo. Ada banyak consideration praktis yang perlu diperhatikan.


Case Study 1: E-Commerce Personalization


Sebuah toko online menggunakan AI untuk product recommendations. Result: 35% increase in conversion rate.


Key Learnings

  • Data quality is crucial
  • Start with simple model, optimize later
  • User privacy harus prioritas

    • Case Study 2: Customer Support Automation


    Startup SaaS mengimplementasi AI chatbot untuk tier-1 support. Result: 60% reduction in support ticket volume.


    Challenges Faced

  • Integration dengan existing systems
  • Training data yang limited
  • Maintaining quality as scale up

    • Case Study 3: Content Generation


    Media company menggunakan AI untuk generate draft articles. Human editor tetap review dan finalize.


    Important Notes

  • AI sebagai tool, bukan replacement
  • Quality control tetap essential
  • Ethical considerations matter

    • Takeaways


    AI implementation sukses butuh:

  • Clear problem definition
  • Right expectations
  • Iterative approach
  • Human oversight

    • Don't chase hype—fokus pada solving real problems.