I1Intermediate
AI vs Traditional Feature Decision
30 minEvery new feature
Format: Decide whether a feature should be implemented with AI or traditional programming.
Decision Framework:
Conditions for using AI (meet at least 2):
□ Input is unstructured (natural language, images, audio)
□ Rules are too complex to write manually
□ The answer is not uniquely determined
□ Requires understanding context and intent
□ Can tolerate occasional errors
Conditions for using traditional programming (meet at least 2):
□ Results must be 100% accurate (financial calculations, medical data)
□ Logic is clear and can be expressed with if/else
□ Latency-sensitive (must respond in <100ms)
□ Running cost is a key concern
□ No need to understand natural language
Exercise: Decide whether the following features should use AI or traditional programming:
- Email spam filtering → ?
- Password strength validation → ?
- Product recommendations → ?
- Form validation → ?
- Automated customer service replies → ?
- Order status calculation → ?
- Text sentiment analysis → ?
- Tax calculation → ?