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Scholametrix

AI Evaluation

AI marking that shows its work

Marks for every rubric criterion, the evidence highlighted on the answer, and a clear reason, reviewed and approved by your teachers. Connect it to your existing system or use it inside our e-Exam platform.

A marked answer

Written Exam Evaluation · Computer Networks · Question 2

Question · 10 marks

Explain how TCP provides reliable data delivery over an unreliable network such as IP.

Student answer

TCP gives each byte a sequence number, so the receiver can put segments back in the right order and notice when something is missing. The receiver sends an ACK back for the data it got. If the sender does not get the ACK in time, it sends the segment again. TCP also uses a checksum to find errors in a segment. It is connection oriented and uses a three-way handshake before sending data.

Marks per criterion

0 / 10

  • Sequence numbers let the receiver reorder segments and detect missing data

    –/2
  • Acknowledgements confirm what was received

    –/2
  • Retransmission after a timeout or duplicate ACKs

    –/2
  • Checksum detects corrupted segments

    –/2
  • Flow control with a sliding window

    –/2
Accept Adjust

Anatomy of a marked answer

Everything a teacher needs to decide in seconds

For the answer above, the AI awarded 8 out of 10: four criteria fully met, and flow control missing. Here’s what each result contains.

Marks per criterion

Each rubric criterion gets its own mark and a one-line reason, rounded to your mark step.

Highlighted evidence

The phrases that earned marks are highlighted on the answer itself, linked to their criterion.

Why this mark

A short summary of what the answer did well and what it missed, written for a teacher to check.

Strengths

What the student understood. Useful feedback when results are released.

Weaknesses

Misconceptions or vague points that cost marks.

Missing points

Rubric points the answer never reached, so teachers can see the gap at a glance.

Strengths the AI found

  • Clear explanation of sequence numbers and reordering
  • Correctly describes ACK and retransmission
  • Mentions checksum for error detection

What it missed

  • No mention of flow control or sliding window

Rubric drafting

From model answer to rubric in seconds

A good rubric is the foundation of fair marking. Scholametrix drafts one from your model answer and checks it before a teacher ever sees it.

  • Criteria marks add up to the question’s total
  • Marks use your mark step (e.g. 0.5)
  • Every criterion traces back to the model answer
  • Teachers edit, approve or draft again

Draft rubric · 10 marks

  • Sequence numbers let the receiver reorder segments and detect missing data2
  • Acknowledgements confirm what was received2
  • Retransmission after a timeout or duplicate ACKs2
  • Checksum detects corrupted segments2
  • Flow control with a sliding window2
Marks add up to 10Approve rubric

Consistent by design

Built to mark the way a careful examiner would

Same rules for every student

The same rubric, prompt, model and settings for every answer to a question. No tired evenings.

Totals that always add up

Marks are recomputed on our servers: clamped to each criterion’s maximum and rounded to your mark step.

English & Bangla

Highlights are located in the original text: Bangla script, English, mixed answers and formulas.

Fast at any scale

A real-time lane for classes and a steady queue for exams with thousands of scripts.

Duplicates marked once

Identical answers reuse the first result. Consistent, and never charged twice.

Blank answers skipped

Empty answers get zero instantly, without an AI call.

Works with your system

Keep your exam system. Add AI evaluation.

Most institutions already run an exam portal or LMS. Scholametrix connects to it with an API key: your system sends written answers, results come back through a signed webhook, and your teachers approve them where they already work.

Your exam systemLMS, portal or app
Scholametrix AIMarks per criterion
Your teachersApprove or adjust

Student names and IDs never leave your system.

FAQ

About AI evaluation

What kinds of questions can Scholametrix mark?

Short answers, structured answers and essays: any written answer that can be marked against criteria. MCQs don’t need AI: the e-Exam platform marks them instantly.

Do we have to write rubrics?

A rubric is what makes marking fair, so yes, but you don’t have to start from a blank page. Paste the model answer and Scholametrix drafts a rubric whose marks add up and whose criteria all trace back to the model answer. Teachers edit and approve it.

Will two identical answers get the same mark?

Yes. Identical answers to the same question and rubric reuse the first result instead of being marked again, and the model runs with fixed settings so marking is as consistent as possible.

What happens with blank or off-topic answers?

Blank answers get zero immediately without calling the AI. Off-topic or pleading answers (“please give me marks”) get the marks the rubric allows (usually none) with a reason the teacher can see.

See your own exam marked, free

Start a free pilot with one course. Send us a question, your rubric and a few anonymous answers. We’ll show you the suggested marks, side by side with your teachers’.