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Reads Handwritten Papers
Accepts PDF, Word or photos of answer sheets, reads each page with a vision model and corrects crooked scans automatically.
Our Product
QIQ Paper Checker
An AI-powered product that reads scanned or photographed exam answer sheets, marks each answer against the teacher's own reference material, and draws the marks back onto the student's handwriting — with a human examiner always in control.
What It Does
From answer sheet to report card, in minutes.
Upload the student's answer paper along with the question paper, reference material and marking scheme — QIQ Paper Checker handles the rest, and the examiner reviews every mark.
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Understands the Question Paper
Reads the paper's structure, marks and rubric — including "answer any 3 of the following 5" — so students are scored out of what was required, not what was printed.
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Marks Against Your Material
Answers are evaluated against the teacher's own textbook, notes and model answers — not the model's memory.
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Marks on the Handwriting
Marks and annotations are drawn back onto the student's own writing, with an annotated transcript as a fallback.
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Examiner Review Workbench
Every mark is a proposal, never a decision. Examiners can override anything and the totals, grade and report update instantly.
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Printable Report Card
A printable report with score, grade, per-question breakdown, positives and improvement areas for every student.
Live Application
Open QIQ Paper Checker
The full application is live — upload an answer paper, watch the AI mark it, and review every mark as an examiner. The source is open on GitHub for developers.
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React + Vite
A browser application with no heavy dependencies — retrieval, geometry and segmentation are hand-written.
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Privacy-Conscious
API keys never reach the browser; a server-side proxy schedules and protects them.
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Honest by Design
A detection failure is never reported as a student failure, and a failed evaluation is never a zero.
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Tested Pipeline
Hundreds of assertions pin the behaviour of matching, marking, choice rules and geometry.
Our Product Philosophy
AI should simplify work—not create another problem.
We focus on measurable value, human oversight and products that can be operated and improved over time.