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AI Answer Evaluation May 2026 5 min read

GenEval
AI answer evaluation at scale.

GenEval grades descriptive and subjective answers with rubric-level precision — instantly, consistently, and at any volume. Upload scanned papers, receive annotated PDFs and structured analytics within minutes.

Get GenEval Request pilot
100×
faster than manual grading
±0.2
marks average deviation
35+
papers processed per minute
98%
rubric alignment accuracy

Overview

"AI answer evaluation at scale."

GenEval grades descriptive and subjective answers with rubric-level precision — instantly, consistently, and at any volume. Upload scanned papers, receive annotated PDFs and structured analytics within minutes.

Orientrix built GenEval to solve one of education's most persistent problems — the gap between assessment and improvement. Every institution generates mountains of evaluation data, yet most of it never reaches the students who need it most.GenEval changes that, automatically, at scale.

Capabilities

Everything GenEval does
for your institution.

01

Instant bulk grading

Upload any number of scanned answer papers and receive scores within minutes. No batch limits, no manual sorting required.

02

Rubric-aware scoring

Define your own marking scheme or let GenEval auto-generate one from the question. Scores are fully traceable to rubric criteria.

03

Annotated PDF reports

Each student receives an annotated PDF with inline comments, score breakdowns, and suggested improvements — ready to distribute.

04

Multilingual by default

Evaluates answers in Hindi, Tamil, Telugu, Bengali, Marathi, and 10+ other Indian and international languages without special setup.

05

Zero evaluator bias

Every paper is evaluated against the same criteria in the same order. No fatigue, no mood bias, no inter-rater inconsistency.

06

Partial credit engine

Automatically awards partial marks for partially correct answers based on conceptual understanding, not just keyword matching.

07

Class-wide analytics

Track topic-wise performance, identify learning gaps, and compare cohorts across exams — all from a single instructor dashboard.

08

24-hour deployment

GenEval integrates with your existing processes. No infrastructure changes needed. Go from signup to first evaluation in under a day.

The bigger picture

Institutions that automate their evaluation cycle reclaim hundreds of hours every semester — and give every student the personalised feedback they used to get only in elite classrooms.GenEval is that automation, deployed in 24 hours.

Step by step

The GenEval workflow.

01

Upload papers

Drag-and-drop scanned PDFs or photo bundles. GenEval handles any scan quality, handwriting style, or page orientation.

02

Define the rubric

Attach your marking scheme, or let GenEval auto-generate one from the question text using Bloom's Taxonomy alignment.

03

AI evaluation runs

Each answer is read, interpreted, and scored against the rubric. Partial credit, keyword matching, and conceptual coverage are all assessed.

04

Review scores

Scores appear on your dashboard with full reasoning. Flag any for human review with a single click.

05

Distribute annotated PDFs

Students receive their annotated answer scripts with inline comments, score justifications, and targeted feedback.

Common questions

Frequently asked questions

🎓

Ready to deploy GenEval?

Join institutions already using Orientrix to evaluate faster, teach smarter, and improve outcomes at scale.

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