Groviya Insights

Priti Saini

AI and Data Lead at Groviya Information Technologies

Priti Saini leads AI and data work at Groviya, where she helps enterprise teams decide what to build with large language models and what to leave alone. Her focus is the unglamorous part of applied AI: grounding models in trustworthy data, measuring whether an assistant is actually right and keeping costs predictable once a pilot reaches production.

Generative AI Retrieval augmented generation Data Cloud LLM evaluation Data engineering

Articles by Priti Saini

Illustration comparing retrieval-augmented generation with fine-tuning a large language model on company data

31 August 2026 · 6 min read

RAG vs Fine-Tuning: How to Build an LLM Application on Your Company’s Own Data

Most teams asking about fine-tuning actually need retrieval-augmented generation. Here is how to tell the difference, and how to build an LLM application your busine...

Illustration of enterprise teams using generative AI for customer service, sales, engineering and operations

28 August 2026 · 6 min read

Generative AI Use Cases for Enterprises: 12 Where the ROI Is Real, and 5 Where It Usually Is Not

Plenty of generative AI pilots impress in demos and stall before production. These are the use cases that consistently earn their keep, the ones that rarely do, and...