Specialist development · Specialist development

From handwritten answers to useful feedback.

Reading exams from PDFs or photographs and preparing an initial assessment against supplied answer keys.

What it makes possible

An initial review that teachers can check and complete.

From starting point to result

How it takes shape.

We start with

Exam paper, answer key and handwritten answers.

A journey through the processExplore each stage or play the walkthrough.
baiq
STARTING WITH

Exam + answer key + handwriting

THIS STAGE’S RESULT

Identified exercise: ½ + ¼

Workflow illustration · fictional examples, except identified evidence
01 / 04 · Recognise

Recognise questions and sections

Exam questions and sections are recognised to locate each answer.

Identified exercise: ½ + ¼
baiq
THIS STAGE’S RESULT

Correction: ½ + ¼ = ¾

The denominators were added; use quarters instead.

Workflow illustration · fictional examples, except identified evidence
02 / 04 · Read

Read answers while preserving structure

Reading preserves the student’s work structure to check their reasoning.

Correction: ½ + ¼ = ¾
baiq
STARTING WITH

½ = ²⁄₄ · ²⁄₄ + ¼ = ¾

THIS STAGE’S RESULT

Use a common denominator

Correct answer: three quarters.

Workflow illustration · fictional examples, except identified evidence
03 / 04 · Check

Compare against the answer key

The proposal is grounded in the supplied answer key and shows what the learner should revisit.

Use a common denominator
baiq
QUESTION / CONTEXT

Identified addition error

THIS STAGE’S RESULT

“Express the half in quarters. How many do you have?”

Indicative assessment → teacher review

Workflow illustration · fictional examples, except identified evidence
04 / 04 · Guide

Suggest feedback and assessment for each question

Initial assessment and comments are proposals: teachers check and decide the final assessment.

“Express the half in quarters. How many do you have?”
Technology prepares and organises. People review and decide.1 / 4
FROM PAPER TO FEEDBACKUnderstand the error. Help them progress.
Illustrated correction of a fictional exercise: two sixths is crossed out as incorrect, with the correct answer of three quarters shown.Illustrated error and correction
CHECK AGAINST THE ANSWER KEY½ + ¼ = ¾
!

The denominators were added together.

“Express the half in quarters. How many do you have now?”
Suggested feedback → teacher review
Illustration · AI-generated fictional answer. The teacher makes the final assessment.
Illustration of the project’s capabilities
Technology works. People move forward.

Less transcription and repeated checking. More time to explain how to improve.

Training organisationsTutoring providersTeacher grading support
Suggested marks are indicative. Assessment decisions remain with the teacher.
A capability that adapts to you

What about your organisation?

This project demonstrates a capability we can adapt to your organisation. Let’s explore how your knowledge can help users and become new services, licences or editions, with less repetitive work.

More value for people and your organisation

You have the knowledge.
Let’s take it further.

New uses for your content, more time for your team and opportunities to earn revenue.

Let’s explore your project ↗