School scenarios

How E-Porikkha fits your school.

Three types of schools. Three real challenges Bangladeshi teachers face every exam season. Here's how E-Porikkha helps each one.

Bengali-first
OCR purpose-built for বাংলা
Semantic
grading that understands meaning
100%
audit trail on every AI mark
One click
to override any decision
01 · Bangla Department
A government college in Dhaka

From three weekend marathons to three review hours — for hundreds of students.

A Bangla department running term exams for hundreds of students across multiple sections. Before E-Porikkha, four teachers spent three full weekends manually grading literature responses. The same workload now takes three afternoons of review.

Hundreds
of scripts per term
~90%
auto-approved answers
Days not weeks
exam turnaround
100%
audit trail on every mark
The challenge

Bangla literature questions don't have a single right answer. Students paraphrase, draw on personal interpretation, and use mixed Bangla-English when explaining concepts. Standard OCR couldn't read handwriting; keyword grading couldn't grasp meaning.

Our approach

Onboarding took under 30 minutes. Answer keys were uploaded as PDFs. The semantic grading model handled paraphrased answers correctly — and surfaced borderline cases for teacher review.

The outcome

Results went out significantly earlier than the previous semester. Teachers reported reclaiming entire weekends. Inter-marker consistency improved — eliminating most parent disputes about partial credit.

I used to spend my entire weekend grading. Now I spend a couple of hours on Friday reviewing the AI's suggestions. The accuracy on Bengali answers surprised me — it actually understands what the students meant, not just what they wrote.
BT
Senior Bangla Teacher
Government College, Dhaka · A government college in Dhaka
02 · Multi-subject Rollout
A secondary school in central Dhaka

From single-subject pilot to whole-school adoption in one term.

A school started with History. Within six weeks, four more departments asked to join — Bangla, Geography, Civics, and Religious Studies. By term-end, teachers across five subjects were grading on E-Porikkha.

5 subjects
in production
~87%
auto-approval rate
One platform
for every department
Per-teacher
rubric configuration
The challenge

The school principal wanted a system that could span subjects without requiring custom configuration per teacher. Different departments had different grading styles, rubrics, and confidence requirements.

Our approach

Per-question rubric configuration meant every teacher could keep their own style. Confidence threshold sliders let conservative graders review more, while comfortable graders auto-approved more. One platform, fitted to each teacher's preference.

The outcome

What started as a History-only pilot became a whole-school standard within a single term. The principal cited faster results, fewer disputes, and dramatically improved teacher satisfaction as the deciding factors.

Our History department grades hundreds of papers per exam cycle. It used to take weeks. With E-Porikkha it took days — and the consistency between markers improved dramatically. No more disputes about partial credit.
HT
Head of History
Secondary School, Dhaka · A secondary school in central Dhaka
03 · Institution-wide Pilot
A private college in Uttara, Dhaka

Trust-first rollout: confidence scoring won over a sceptical staff room.

The college's leadership wanted AI grading — but senior teachers were sceptical. The pilot focused on transparency: every AI mark came with a confidence score, source-text highlight, and full audit trail. Trust was earned, not assumed.

100%
audit trail coverage
One click
to override any mark
Full reasoning
shown for every grade
0
unexplained marks
The challenge

Senior teachers feared losing oversight of grading decisions. The school's reputation depends on grade defensibility — every mark must be justifiable to parents, students, and oversight bodies.

Our approach

Every AI-assigned mark shows the matched section of the model answer, the confidence score, and the reasoning. Teachers can override any decision with one click — and every change is logged with timestamp and rationale.

The outcome

Within four weeks, sceptical senior teachers became the strongest internal advocates. Every grade question was answered with documented evidence — giving teachers the tools to handle parent queries with confidence.

As a school principal, what matters to me is trust. E-Porikkha shows detailed confidence scores for every mark — so when parents ask questions, teachers have clear evidence. That transparency is invaluable.
SP
School Principal
Private College, Uttara · A private college in Uttara, Dhaka

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