Renata Osei-Bonsu

Experts must verify that AI-generated AP content matches exam specs, not just sounds credible.

Diagnose learning gaps first, then organize review choices within targeted skill lanes.

Teaching rubric-aligned free-response skills lifts scores across every readiness tier.

Split student dashboards into three layers: data collection, visualization, and gap detection.

Knowing which gap is costing points changes what you actually need to fix.

Four report layers help teachers pinpoint exactly which skills and units need reteaching.

Students need separate prep plans for each AP course, not one unified schedule.

Schools can embed SAT prep into existing English and math classes without adding courses.

Weekly FRQ practice builds the writing skills multiple-choice tests never touch.