Role Summary

We are hiring a hands-on Senior Data Scientist / AI Engineer to design and productionize AI capabilities for automated understanding and validation of complex 2D engineering drawings. The role combines Computer Vision, OCR/Document AI, multimodal LLMs, RAG/Graph-RAG, Knowledge Graphs and deterministic engineering rules.

Key Responsibilities
- Build AI pipelines to extract title blocks, notes, dimensions, tolerances, GD&T;, datums, callouts, tables, references and drawing views from PDF/DWG/DXF-derived engineering content.
- Develop Computer Vision models for region detection, layout understanding, object detection, segmentation, symbol recognition, view classification and annotation localization.
- Design OCR/document-processing pipelines for dense technical drawings using tools such as PaddleOCR, Docling, OpenCV, YOLO, Vision Transformers or equivalent frameworks.
- Build multimodal/LLM workflows for engineering interpretation, structured extraction, contextual reasoning and JSON-based outputs with robust guardrails.




- Develop RAG and Graph-RAG solutions over engineering standards, specifications, component rules and business-unit guidelines using vector search and Knowledge Graphs such as Neo4j.
- Implement hybrid validation combining deterministic rule engines, symbolic checks and LLM reasoning;
ensure exact geometric/tolerance checks are not delegated solely to LLMs.
- Create explainable review findings including violated rule, source/citation, confidence, rationale and recommended corrective action.
- Design Human-in-the-Loop feedback mechanisms to capture accept/reject/edit/override decisions and improve models, prompts, retrieval and rules.

Model Evaluation & Productionization
- Define accuracy benchmarks and golden datasets;
track precision, recall, F1, IoU, OCR CER/WER, extraction accuracy, retrieval quality, validation accuracy and hallucination rate.
- Perform failure analysis, prompt/model benchmarking, regression testing and continuous ac

📌 Senior Data Scientist (Yelahanka)
🏢 Cyient
📍 Yelahanka