Ingest docs → chunk/embed → store → retrieve top-k → prompt LLM with citations → log → feedback. ShopNest internal HR bot follows this pipeline behind SSO.
Siemens rounds often probe: Industrial software.
Themes commonly reported in public MNC interview experiences (AmbitionBox / LinkedIn / Glassdoor-style). Practice aloud; keep answers this short in the real round.