How AI Processing Cuts Result Delays by 70%

For most Nigerian tertiary institutions, the gap between the last exam and published results has always been the same story: paper scripts moving between departments, manual score collation, and week after week of delay.

When we spoke with examination officers across partner institutions during our research phase, one number came up again and again — most results take 6 to 8 weeks to process after the exam period ends. In some faculties, it stretches even further.

Automating script assembly and identity protection changes that timeline fundamentally. By removing manual sorting, physical movement of scripts between departments, and paper-based moderation handoffs, institutions using early versions of Markelo's workflow in our pilot conversations projected result-turnaround improvements of up to 70%.

Here's what that actually looks like in practice.