Yash Agrawal

DocLens.ai

Software Engineering Internship

DocLens.ai

Built medical necessity evaluation and retrieval pipelines to improve insurance decision support, report quality, and contextual recommendation generation.

Role
Software Engineering Intern
Duration
May 2025 - July 2025
Location
Bengaluru, On-Site
Focus
Medical necessity evaluation, RAG, hybrid retrieval, knowledge graph-assisted contextual Q&A.

Pipeline

Medical necessity evaluation

Compared medical summaries with ground truth to generate reports for insurance workflow appropriateness.

Retrieval

Improved disease ground truth matching

Raised retrieval and report quality with NLP, hybrid semantic search, and RAG techniques.

Ingestion

Contextual Q&A document flow

Implemented ingestion pipelines backed by knowledge graphs and topic modeling for recommendation chat.

Evaluation

Evidence-driven output checks

Used RAGAs and DeepEval to assess and iterate response quality in a production-oriented loop.

Documentation

Certificate and internship documents

View Certificate

Embedded internship documents: