Multiple engineering streams, mixed MCQ + Numerical Answer Type papers, and marking rules that only penalise the questions GATE actually penalises.
GATE coaching institutes rarely teach one stream — Computer Science, Mechanical, Electrical, Civil, and more each run in parallel with their own syllabus and question bank, and every paper mixes standard MCQs with Numerical Answer Type (NAT) questions that GATE does not negative-mark, unlike its MCQs. LMH Saarthi's AI question generator can be pointed at a specific stream and topic, and marking schemes can be configured per question — so a NAT question in the same paper as an MCQ doesn't get penalised the way GATE's own scoring rules say it shouldn't.
Generate and organise content separately by engineering stream — CS, ME, EE, and others.
Mix Numerical Answer Type and MCQ questions in a single test, marked per GATE's actual scoring rules.
Configure negative marking per question, not paper-wide, since GATE doesn't negative-mark every question type.
Track performance separately for each engineering stream an institute coaches.
Yes — courses, question banks, and tests are organised independently, so CS, ME, EE, and other streams don't mix.
Yes — Numerical Answer Type questions can be included alongside MCQs in the same paper, marked without the negative marking GATE doesn't apply to them.
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