Author

Manpreet Singh

Head of AI

2 posts on the Bitfumes blog.

AI StrategyJuly 14, 2026

RAG, explained without the hand-waving.

Retrieval-augmented generation is the difference between an AI that guesses and one that knows your business. Here's how it actually works, and when it's the wrong tool.

Manpreet Singh7 min read

AI StrategyMay 11, 2026

Choosing an LLM for production isn't a benchmark exercise.

Leaderboards tell you which model is smartest in a vacuum. Shipping software tells you which model is cheapest, fastest, and most consistent for your exact task — a different question entirely.

Manpreet Singh6 min read