Most SAAS (software as a service) vendors have an architecture through traditional APIs (application programming interfaces). Our AI-First architecture allows us to quickly innovate depending on the "jobs to be done" by our students using model context protocol frameworks for AI agents can "talk" to each other easily on the backend.  This allows for a simple conversational user interface across the entire student journey for formative and summative grading/assessment, interview preparation, English accent improvement, increasing typing words per minute, etc.

The AI-first architecture allows us to quickly pivot continuously based on student "jobs to be done". This helps the student feel heard, recognized, and understood through anticipatory, relevant, and hyper-personalized nudges. This is a contrast of a typical higher education/college user experience that focuses alerts and user-interfaces that feel like hoops to jump through that traditional administrators need for compliance in the linear funnel of application, registration, etc. 

...