Artificial intelligence is transforming software development. In this article we explore how to build applications on top of AI services. We start with identifying the problem that machine learning can solve and choosing a model, then show how to integrate providers like OpenAI into a web stack.
Designing with AI capabilities
When building an AI application, begin with the user experience. Map how predictions, language models or perception can assist your users. From there, select the right APIs and design prompts that elicit useful responses.
Shipping the product
After prototyping, focus on evaluation and monitoring. Track the quality of model outputs and create feedback loops so the system improves over time. With careful design you can launch AI features that feel magical to end users.