Service · Assessments

Evaluation infrastructure for education.

Turn every exam your students write into accreditation data. Learning intelligence, from paper to policy, with no disruption to your workflow.

Digital evaluation infrastructure turning exam scripts into structured data

Every exam is accreditation data waiting to be used.

Institutions run thousands of internal tests, assignments and end-semester exams each year. The marks reach the result sheet, but the richer information inside answer scripts rarely reaches anyone else: which outcomes students struggled with, where evaluators disagreed, which questions failed to discriminate. Then, at accreditation time, departments rebuild attainment data by hand from those same exams. The effort is duplicated, and the insight arrives too late to help the students who sat them.

Our assessment services sit on top of your existing examination process. AI-assisted evaluation does a rubric-aligned first pass on scripts, and faculty approve, override or refine every mark. Proctoring protects integrity for online and centre-based exams. Every question is tagged to course outcomes, so attainment, item analysis and student progress data are produced as a by-product of exams you already conduct, ready for IQAC, NAAC and NBA use.

Rajabai Clock Tower on the University of Mumbai campus
The challenge

Common challenges we solve.

Evaluation delays

Results held up by weeks of manual marking, delaying supplementary exams and progression.

Inconsistent marking

The same answer scored differently by different evaluators or at different times.

Outcome data rebuilt by hand

Attainment calculated manually before each accreditation visit from scattered marks.

What's included

What you get

Connects to your assessment

Works with your existing exam and submission workflow. Your rubrics stay yours.

Faculty review & approve

We run the first-pass evaluation. Faculty approve, override or refine each answer.

We structure the signal

Rubric alignment, consistency checks and feedback generation, all automated.

Institution gets intelligence

Accreditation-ready outcomes data and student-level progress tracking.

Re-evaluation support

A full audit trail of AI suggestions and faculty decisions for transparent re-evaluation.

Exam analytics reports

Item difficulty, discrimination and outcome-level performance after every exam.

How it works

How we work, step by step.

  1. Map your workflow

    Understand your exam types, evaluation process, rubrics and reporting needs.

  2. Configure rubrics & tags

    Model answers, rubrics and outcome tags set up with your faculty.

  3. Pilot

    Run on selected courses, compare with faculty marking and refine before scaling.

  4. Scale

    Extend across departments with dashboards for faculty, IQAC and leadership.

Why MSM CampusOS

Why institutions choose us

  • Faculty keep the final say on every mark.
  • Works with your existing exam and submission process.
  • Outcome-tagged data ready for NAAC and NBA evidence.
  • Pilots before scale, with results compared against faculty marking.
  • Data handled under agreed privacy and retention terms.
FAQ

Frequently asked questions

Does AI make the final marking decision?
No. The AI proposes marks with reasoning against your rubric, and faculty approve, adjust or override each one. The final mark is always a faculty decision, and the system records both the suggestion and the decision for transparency. This audit trail also supports moderation and re-evaluation requests.
How is student data protected?
Scripts and marks are processed under a data processing agreement that defines storage location, access controls and retention. Student data is used only to deliver the service to your institution. We align practices with the Digital Personal Data Protection Act and your own policies.
Can this work for affiliated colleges that follow university exams?
Yes, for internal assessments, assignments and continuous evaluation, which affiliated colleges control directly. For university-conducted exams, it depends on the university’s rules. Outcome analytics can still be built from the internal assessment data you hold. We confirm the scope with you during the pilot.
What drives the cost of assessment services?
The main factors are the number of students and scripts, the mix of objective and descriptive questions, whether scripts are handwritten or digital, proctoring needs, and the depth of analytics and integration with your ERP or LMS. A pilot on a few courses gives a reliable basis for estimating full-scale effort.
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