1. Profile map
We map GPA context, testing status, projects, research, internships, activities and school constraints into one admissions view.
Approach
The workflow is built to make recommendations explainable, auditable and useful in a real counselling conversation.
We map GPA context, testing status, projects, research, internships, activities and school constraints into one admissions view.
Programs are grouped by academic suitability, evidence match, selectivity pressure and workload cost.
Each application needs a reason to believe. We define the academic and career argument before essay drafting begins.
The shortlist becomes a deadline map with recommendation, essay and document milestones.
Outputs are decision support, not guaranteed outcomes. The final recommendation depends on current university rules, document evidence and adviser review.