Academic Excellence & Evaluation System
Engineered by NMRIL Labs

Engineered for university project rigor and transparent evaluation.

GKV Flow replaces ad-hoc spreadsheets, paper logbooks, and opaque grading with an institutional-grade digital architecture. Designed to support undergraduate and postgraduate research cohorts, faculty mentors, departmental coordinators, and university deans.

Fair & Transparent Assessment

Dual-Level Rubric Evaluation (100 + 40 Marks)

Traditional academic evaluations frequently suffer from subjective bias or disproportionate scoring. GKV Flow separates team-wide architectural execution from each student's individual contribution, ensuring every student receives fair credit for their actual research and code commits.

Team Rubric (100 Pts): Literature Survey (15), Problem Formulation & Novelty (20), System Architecture (25), Implementation & Testing (25), Defense & Presentation (15).
Individual Contribution (40 Pts): Module Code Quality & Git Commits (10), Individual Viva Defense (15), Supervision Attendance & Milestones (15).
Automated Grading Scales: Instant translation of percentage scores to official university letter grades (O, A+, A, B+, B, C, F) with committee remarks.

Institutional Rubric Scorecard

CSE-CAPSTONE-2025-26 • Department of Computer Science

Grade A+ (94%)
1. Literature Survey & Prior Art14 / 15
2. Problem Formulation & Methodology19 / 20
3. Architectural Rigor & System Design24 / 25
4. Software Implementation & Test Suite23 / 25
5. Viva Defense & Q&A Examination14 / 15
Aggregate Team Score94 / 100 Marks
Full Lifecycle Traceability

The 11-Stage Academic Project Journey

Every phase from initial student grouping to final archival is tracked with complete audit logs, timestamped submissions, and faculty approvals.

01

Syndicate Formation

Students assemble project teams with unique join tokens and role declarations.

Enforced by Workflow Engine
02

Synopsis Submission

Detailed abstract, literature review, and methodology uploaded with immutable versioning.

Enforced by Workflow Engine
03

Committee Review

Departmental project committee reviews, requests amendments, or approves synopsis.

Enforced by Workflow Engine
04

Faculty Mentor Assigned

Coordinators assign qualified domain faculty guides based on topic specialization.

Enforced by Workflow Engine
05

Continuous Supervision

Weekly review sessions, attendance logs, meeting agendas, and sprint deliverables.

Enforced by Workflow Engine
06

Mid-Term Evaluation

First formal milestone assessment evaluating architecture, progress, and interim code.

Enforced by Workflow Engine
07

Code & Deliverable Audit

Source code archives, test cases, and project dossiers submitted for verification.

Enforced by Workflow Engine
08

Final Dissertation Defense

Oral presentation, system live demonstration, and Q&A before the examination board.

Enforced by Workflow Engine
09

Dual Rubric Grading

Team score (100 pts) and individual performance (40 pts) computed with letter grades.

Enforced by Workflow Engine
10

4-Tier Sign-off Gazette

Official print-ready university A4 report generated with physical signature blocks.

Enforced by Workflow Engine
11

Verifiable Credential

Tamper-proof digital completion certificate issued with SHA-256 hash & public QR.

Enforced by Workflow Engine

Complete Institutional Toolset

Purpose-built tools empowering students to focus on research while giving administrators total visibility.

Mentor Supervision & Agendas

Mentors schedule review sessions, record attendance, define milestone action items, and provide continuous feedback directly in the project stream.

Cryptographic Certificates

Digital project certificates issued with SHA-256 verification hashes and QR codes, publicly verifiable by employers and graduate admissions at /verify/:code.

Print-Ready University A4 Reports

Generates official examination dossiers formatted for university stationery with 4-tier physical and digital sign-off blocks (Mentor, Coordinator, HOD, Dean).

PostgreSQL Row-Level Security

Zero data cross-leakage. Strict PostgreSQL RLS policies enforce role permissions across Deans, HODs, Coordinators, Mentors, and Students.

Versioned Deliverables (50MB)

Synopses, SRS documents, PPTs, and ZIP code bundles are saved with immutable timestamps, file size validation, and revision tracking.

Transactional Email Alerts

Integrated with Zoho ZeptoMail for real-time notifications on review schedules, evaluation approvals, and certificate issuance.

Experience the future of academic project governance.

Ready to streamline capstone management, proposal defense, and rubric grading for your department?