The Merzal Engine

Private intelligence - tuned for one institution at a time.

A sovereign inference fabric - assembled, hardened and tuned for the realities of a single Indian campus.

Engineering Pillars

Four pillars. One sovereign engine.

Reasoning Core

A high-throughput private inference fabric, reserved for one institution.

Institutional Memory

Your syllabus, circulars and culture become long-lived grounded memory.

Sovereign Perimeter

Hard isolation. No request escapes the campus.

Attributable Surface

Every answer traces back to a source inside the college.

Sovereign by design

An intelligence the college can point to on a map.

+Inference, embeddings and storage live inside your perimeter.
+Deploy on-premise or in a sovereign Indian datacenter.
+Per-college engines, per-department namespaces, per-role policies.
+Every interaction is logged, attributable and reversible.

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