Assessment Intelligence for Handwritten Papers

Upload the scripts → Review cognitive rubrics → Approve
Handwriting
Diagrams
Derivations
Sub-questions
Feedback
100% Faculty Control
100% Rubric Rigor, Zero Drift
No Model Training on Scripts
Google Classroom Import rosters · Sync grades
How It Works

3 Steps to Done.

Seamlessly integrates into your existing examination process without changing curriculum or workflows.

Step 1: Upload with Context
STEP 1

Upload with Context

Faculty uploads question paper, rubric key, and scanned scripts via Google Classroom, Drive, or PDF batches.

Step 2: Cognitive AI Engine
STEP 2

Cognitive AI Engine

Grader digitizes handwriting, aligns derivations with cognitive rubrics, and drafts question-level feedback.

Step 3: Human Validation
STEP 3

Human Validation

Faculty reviews suggestions, makes any score adjustments, and confirms final marks with 1-click publishing.

Cognitive Rubric Rigor

GunanQ shows its work

Every half-mark awarded or deducted is mapped to a specific line in the student's response. Click a line, or run the full evaluation.

Question 3(b): Derivation Total 5.0 marks
Student Script, Page 2
✓ Full Credit +1.5

Formula definition correctly stated.

→ Line 4
✓ Full Credit +2.0

Intermediate integration step executed correctly.

→ Line 9
± Partial Credit +0.5 / 1.5

Final substitution has an arithmetic error.

⚑ Flagged for review → Line 14
Draft Total 0.0 / 5.0
Every mark is a suggestion. You review, adjust, and confirm.
Capabilities

Engineered for descriptive academics

🛡️

Faculty In Control

Every mark is a suggestion. Nothing reaches the student without your sign-off. Approve, flag for review, or override in one click.

✓ Approve ⚠ Review ✗ Flag
✍️

Reads Handwriting

Digitizes equations, derivations, and descriptive answers accurately.

📐

Step Rubrics

Awards partial credit for intermediate method and balance steps.

⚖️

Zero Drift

1st paper and 100th paper receive identical rubric rigor.

🔗

Classroom Sync

Direct integration with Google Classroom, Drive, and SIS.

💬

Diagnostic Feedback

Actionable remarks explaining where marks were earned or lost.

Actionable Diagnostic Feedback

From a red mark to a roadmap

Students don't just see what they lost. They see exactly why, and how to fix it. Drag to compare.

After
Before
6/10 Poor
Strategic Value

Tailored for every educational stakeholder

Faculty
Institutions
Parents & Students
Test Prep
Faculty

Zero Grading Burnout

AI drafts the marks; you retain 100% sovereign authority.

Trust & Governance

Your examination data stays strictly yours

🛡️

Zero Model Training

Student papers are never fed into external training models, guaranteed by contract.

🏛️

DPDP Act 2023 Compliant

Fully aligned with India's Digital Personal Data Protection framework.

✍️

Faculty Sovereign Seal

No auto-publish. Every result requires faculty approval before release.

🔒

Full Data Ownership

Institutional ownership with complete export rights at any time.

Pricing

Simple, predictable plans

Free Trial

For individual educators trying their first paper.

₹0 / forever
  • 1 Exam Paper Trial (15 Scripts)
  • Core Handwriting OCR
  • Standard Feedback Drafts
  • Zero Model Training Guarantee
Start Free Trial

Enterprise Campus

For schools, universities, and coaching chains.

Custom / institution
  • Campus-Wide Faculty Seats
  • Custom Script Volume
  • Classroom & REST API Sync
  • Department Analytics
  • Dedicated SLA Contract
  • Private Cloud Options
Contact Sales
FAQ

Frequently asked questions

Can it read difficult student handwriting?

Yes. GunanQ is optimized for scanned handwriting across sciences, engineering, and humanities. Ambiguous text is flagged for teacher review, never blindly guessed.

What if a suggested mark is wrong?

You simply change it. The faculty evaluator has 100% override power over every mark, sub-score, and feedback remark.

Does GunanQ support Google Classroom?

Yes. You can import assignments and student submissions directly from Google Classroom or Google Drive, and export approved marks back with one click.

Is student data safe and confidential?

Absolutely. We enforce a contractual guarantee that student papers are never used to train AI models, complying strictly with India's DPDP Act 2023.

Bring an exam paper we haven’t seen before

Schedule a 20-minute live demonstration with your own department's descriptive exam scripts.

Schedule Live Demo