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How evaluation works

The AI learns from your evaluators, then scales with them

Your marking standard is set by your own examiners, not by a model trained on somebody elses rubric.

Multi-format answers

  • Typed text, uploaded documents, diagrams or files
  • Speech-to-text for answers composed by speaking

Initial manual evaluation

  • Evaluators grade the first 20–25% of a batch by hand
  • That establishes the marking pattern the AI learns from

AI pattern learning & automated grading

  • Learns evaluation patterns, marking criteria and scoring logic
  • Applies them to the remaining 75–80% of answers

Accuracy matching & semantic analysis

  • Compares against the model answer
  • Auto-detects keywords
  • Analyses structure and coherence
  • Reads for semantic meaning, not keyword matching alone

Partial credit & feedback

  • Partial marks for incomplete answers
  • Detailed feedback explaining the score rationale

Quality assurance

  • Random sampling and moderation before results are final
  • A full audit trail throughout

Ready to see it in action?

Or call +91 95525 86428

A descriptive answer being auto-assessed with per-criterion scoring

After the exam

Descriptive answers scored against your rubric

Evaluators grade the first fifth of a batch, the model learns that marking pattern, and the rest is scored with explained feedback. Reviewers spend their time on the scripts the model flagged as borderline.

  • Learns your evaluators’ marking pattern
  • Explained feedback on every score
  • Human review on flagged scripts only

Ready to see it in action?

Bring a sample answer set — we'll show AI evaluation next to your grading.

Or call +91 95525 86428

Accuracy at scale

Consistent grading, backed by an audit trail

75%

Reduction in evaluation time

20–25%
Answers evaluators grade manually before AI learns the pattern
5M+
Evaluations completed
100%
Platform uptime

FAQ

Questions about descriptive evaluation

Does AI replace human evaluators for descriptive answers?

No — it learns from them. Evaluators grade the first 20–25% of a batch manually, and the AI applies that same marking pattern to the rest, with random sampling and moderation as quality assurance.

How accurate is AI descriptive evaluation?

The AI matches answers against model answers, detects keywords, analyzes structure and reads for semantic meaning — not just keyword matching — with random sampling and moderation as ongoing quality assurance.

What answer formats are supported?

Typed answers, uploaded documents, diagrams and files, with speech-to-text available for candidates who prefer to compose answers by speaking.

Is the exam itself secure?

Yes — descriptive tests run with Eklavvya’s AI proctoring to eliminate cheating during the exam, in addition to the AI-driven evaluation afterward.

How much faster is AI descriptive evaluation?

Institutions typically see a 75% reduction in evaluation time versus fully manual grading, while keeping a full audit trail of AI and evaluator scores.

Trusted by

Universities, schools and enterprises running subjective exams

  • East Africa University
  • University of Mumbai
  • TISS
  • Gujarat University
  • IIM Lucknow
  • Jumeira University
  • Larsen & Toubro
  • Zerodha
  • Syngenta
  • Podar International School
  • Cactus
We, at East Africa University, with seven scattered branches, had to suddenly shift our examination to online because of a new government policy which was intended to limit the coronavirus epidemic spread. Technologically, we were not ready for such unexpected instructions to move to an online examination. However, we found Eklavvya, which came from the blue moon, to fit our needs. Another big surprise for us was how Eklavvya had also appropriated its remote proctoring system with our requirements.
Prof Abdisalam M Issa-SalweProfessor, East Africa University
My team and I thank you for the flawless conducting of an online test for The J N Tata Endowment as part of the selection process for its loan scholarship program. It was very thoughtfully organized and conducted. We could see that a lot of thinking had gone into ensuring success considering that many students took this test in various parts of India and overseas countries. We thank you and your team for your prompt response. They were always there to support us and we appreciate this.
T J RavishankarDirector, Tata Trust Endowment
Examinations of more than 100,000 students were conducted by the Eklavvya platform with accuracy. We are satisfied with the way the platform worked on all devices like desktops, laptops as well as mobile. The examinations were conducted in the most secure manner and the platform also enabled us to declare results on time.
Prof MahanwarDirector, Mumbai University
Very happy with Eklavvya – great customization, user-friendly, and cost-effective. Deployed quickly and the team is always positive and ready to help.
Mr. Ashish ApteController of Examination, NMIMS University

Run a descriptive test the way your students will see it.

Bring a sample answer set — we'll show you AI evaluation next to your own grading.

Book a Demo

Or call +91 95525 86428

Book a demo

See it running on your process