PrismaFox Puerto Rico
AI-first architecture is not the same as adding AI features
The strongest AI systems start with workflow, data, and decision design before a model is selected.
AI-first starts before the interface
Adding a chatbot or model endpoint to old software can help a narrow task, but it rarely changes the operating model.
The architecture has to include people
Human review, escalation, approval, exception handling, and feedback loops are part of the system.
The practical next step
Map one workflow end to end and identify where classification, summarization, prediction, routing, or recommendation creates value.