The Haveli Journal

AI fragrance trend forecasting
How AI Is Forecasting the Next Big Fragrance Trends
Social media now moves fragrance trends in weeks, not years. How brands use data and AI to read signals early, and how to use them without chasing every fad. Read more...
AI and sustainability in fragrance
AI and Sustainability in Fragrance: Fewer Trials, Less Waste
Every rejected trial batch, unsold bottle and over-ordered can is waste. How AI is helping fragrance businesses make fewer mistakes, and why that is a sustainability story. Read more...
AI and the perfumer
Can AI Replace the Perfumer? The Human Nose vs the Algorithm
AI can suggest formulas and rank thousands of oils in seconds. But perfume is still judged by people. Why the future is a perfumer with better tools, not a perfumer... Read more...
Smells-like fragrance search
Why 'Smells Like' Search Works: AI Fragrance Recommendation Explained
Most people cannot name notes, but they can name a perfume they love. That is why 'smells like' search is becoming the most useful way to shop for fragrance online. Read more...
Molecules and machine learning in fragrance
From Molecules to Machine Learning: How AI Learns What a Scent Smells Like
Smell was long considered the hardest sense for computers to understand. Here is how machine learning is starting to connect molecular structure with how we describe scent. Read more...
AI and private label perfume – Haveli AI Journal cover
Personalised Fragrance at Scale: AI and Private Label
Launching a perfume brand used to take months of back-and-forth. Here is how AI tools are shortening the path from idea to bottle. Read more...
AI in perfume formulation – Haveli AI Journal cover
AI in Perfume Formulation: The Promise and the Limits
Can algorithms compose a fragrance? Where machine learning genuinely helps perfumers today – and why the nose still has the final word. Read more...
Can AI decode a perfume from a photo – Haveli AI Journal cover
Can AI Decode a Perfume from a Photo?
Point your camera at a bottle and get its notes, maker and closest oils. How our Perfume Decoder reads labels – and how it learns. Read more...
Inside the Haveli AI scent finder – Haveli AI Journal cover
Inside Haveli AI: How Our Scent Finder Matches 6000+ Oils
What happens between “smells like Baccarat Rouge under ₹5,000” and a ranked shortlist of oils? A look inside our fragrance concierge. Read more...
How AI is changing fragrance discovery – Haveli AI Journal cover
How AI Is Changing the Way We Discover Fragrance
You can’t smell through a screen – but AI is making it far easier to describe, search and find the scent you are imagining. Read more...