3 Steps to Done.
Seamlessly integrates into your existing examination process without changing curriculum or workflows.
Upload with Context
Faculty uploads question paper, rubric key, and scanned scripts via Google Classroom, Drive, or PDF batches.
Cognitive AI Engine
Grader digitizes handwriting, aligns derivations with cognitive rubrics, and drafts question-level feedback.
Human Validation
Faculty reviews suggestions, makes any score adjustments, and confirms final marks with 1-click publishing.
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.
Formula definition correctly stated.
→ Line 4Intermediate integration step executed correctly.
→ Line 9Final substitution has an arithmetic error.
⚑ Flagged for review → Line 14Engineered 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.
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.
The whole thing, in under a minute
From a stack of scanned scripts to approved marks — no narration needed.
Tailored for every educational stakeholder.
Actionable diagnostic feedback aligned with rigorous cognitive rubrics across your evaluation pipeline.
Zero Grading Burnout
AI evaluates handwritten step-logic with rubric precision; faculty verify and retain 100% sovereign authority.
AI-Ready Assessment
Standardized, tamper-proof evaluation infrastructure mapped to outcome-based education (OBE) and NAAC standards.
Diagnostic Rubric Feedback
Step-level cognitive breakdown revealing exact concept gaps, rubric criteria missed, and actionable guidance for improvement.
High-Volume Mocks
Rapid descriptive mock test evaluation with instant rubric-based scoring for large-scale competitive batches.
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.
Simple, predictable plans
Free
For individual educators trying their first paper. No card required.
- 1 Exam Paper Trial (15 Scripts)
- Core Handwriting OCR
- Standard Feedback Drafts
- Zero Model Training Guarantee
Pro
For active professors, tutors, and coaching faculty.
- Unlimited Exam Batches
- 250 Scripts / Month
- Step-by-Step Rubrics
- Diagnostic Feedback Notes
- Excel / CSV Mark Export
- Priority Email Support
Max
For schools, universities, and coaching chains including exam-season bursts.
- Campus-Wide Faculty Seats
- Custom Script Volume
- Classroom & REST API Sync
- Department Analytics
- Dedicated SLA Contract
- Private Cloud Options
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 GunanQ to your department
A 20-minute session on your own department's descriptive scripts.
- Your question paper and rubric key
- Live step-level evaluation
- Faculty approval flow, end to end