The same engine. Four very different jobs.
What an institution needs from assessment depends entirely on what it is accountable for. Here is what each sector gets.
Enterprise
Prove the training worked.
Compliance and upskilling programmes usually end at a completion certificate. AptitudAI measures what the workforce can do afterwards, by role and by competency framework, and keeps measuring as roles change.
- Role-specific assessments from your own training content
- Competency frameworks, not course completion
- Central reporting across regions and business units
Government
Measure a national programme, not just attendance.
Population-scale skilling needs evidence of learning, not headcount. The engine delivers and scores in the languages a programme actually runs in, and reports outcomes back at district and cohort level.
- Multilingual delivery for regional programmes
- Cohort-level outcome reporting for policy decisions
- Deployed inside your own environment
Higher education
Defensible evidence of learning.
Accreditation asks whether students met the stated outcomes. AptitudAI ties every item to a learning objective, so the answer is a report rather than an argument — and faculty stop losing evenings to writing question banks.
- Items mapped to programme learning outcomes
- Question banks drafted from existing course material
- Faculty approve everything before students see it
K-12
Find the gap in week two, not at the exam.
Formative assessment only helps if a teacher gets it back in time to change the lesson. The engine generates short, curriculum-aligned checks and returns them the same day, with practice a student can do on their own.
- Curriculum-aligned, teacher-approved items
- Same-day results by student and by objective
- Independent practice that never leaks the assessment