Unified student admission management — RAG and agentic AI for a premium academic institution.
Intelligent admission screening with RAG pipelines, agentic evaluation workflows, and automated offer management.

A premium academic institution was managing thousands of applications across multiple programmes with manual screening, inconsistent evaluation, and offer letters that took weeks to issue.
Built a unified admissions platform with RAG pipelines over institutional policies, an agentic AI layer that handled multi-step evaluation, and automated offer management with human-in-the-loop checkpoints. LangChain on Python with a custom orchestration layer.
Application processing time reduced dramatically. Evaluation consistency increased. Offers issued in days, not weeks. A reusable AI architecture the institution now extends into other student-facing workflows.



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