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Curriculum-aware tutoring
AI that answers from the syllabus the student is actually taking — not from the open internet. Concept explanation, worked examples, practice problems generated from the unit map.
Industry · Higher Education & Universities
AI inside the university —
not on a foreign cloud.
Indian universities hold examination data, student records, faculty research, and admissions information that no NEP-aligned institution should be handing to a foreign API. Marxen builds AI for the campus, inside the campus.
§ 01The problem
A university's data is its institutional memory.
Student records, faculty research, examination data, and admissions information are not just operational — they are the university's reputation. Generic cloud AI cannot run over them without raising questions about residency, IP, and academic integrity.
Marxen builds AI that lives on campus infrastructure or in a sovereign-hosted tenancy. Curriculum-aware, research-corpus-aware, examination-aware — and entirely under the institution's control.
§ 02Use cases
Where AI earns its place. In education.
Ten concrete workflows where Marxen has deployed — or can deploy — sovereign AI in education institutions.
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Research assistance over the institution's corpus
Semantic search across the university's theses, papers, and grant proposals. Researchers find prior work without leaving the library system.
- 03
Admissions document intelligence
Marksheets, transcripts, certificates, recommendation letters — verified, structured, and ranked against the programme's criteria. Admission committee reviews proposals, not paperwork.
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Student wellness early-warning
Attendance, assessment, and library-use patterns flagged for the mentor — not for surveillance, for intervention. Privacy-preserving by design.
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Examination question generation & vetting
Question banks generated from the unit, taxonomy-tagged (Bloom's), and vetted for ambiguity. Faculty curates instead of authoring from blank.
- 06
Faculty workflow automation
Grading rubrics applied at scale with faculty review. Feedback drafted in the faculty's style. Course outcome and programme outcome mapping for accreditation.
- 07
Research grant proposal drafting
Grounded in the PI's prior work and the funding agency's call. Faster proposal cycles, stronger first drafts.
- 08
Plagiarism & academic integrity
Cross-checks against the institution's own corpus and external sources. Source-aware, with paragraph-level citation.
- 09
Multilingual content & accessibility
Lecture transcription, vernacular summaries, sign-language captioning — generated on the institution's own AI stack.
- 10
Placement & alumni intelligence
Resume building, mock interviews, company-specific preparation, and alumni-network search — for students, placement officers, and recruiters in one system.
§ 03The Marxen approach
What Vidhya brings to campus. Built for Indian higher education.
Curriculum-grounded
Indexed against the institution's syllabi, programme outcomes, and assessment patterns. Not generic. Specific to your university.
Examination integrity
Proctoring, item analysis, and question-paper QA — all on the institution's own servers. Exam data never leaves.
Faculty-first UX
Vidhya is designed to give faculty time back, not to replace pedagogy. Every AI output is a draft for the faculty to edit.
NEP-aligned
Built for the National Education Policy's emphasis on multilingual learning, Indian Knowledge Systems, and outcome-based education.
§ 04Compliance
Student data stays on campus.
Student records, examination data, and research outputs are treated as the university's data — not Marxen's, and not a shared model's. DPDP-aligned consent, role-based access for students, faculty, and admin, and full audit trails.
Compatible with NIRF, NAAC, and ABC-compliant academic-record interchange where required.
- DPDP Act
- NEP 2020
- NAAC-ready
- ABC-compatible
- UGC frameworks
§ 05Anchor product
Already built for education. Already in production.
Start a education conversation
Tell us your use case. We'll tell you honestly whether sovereign AI is the right move.
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