MUDA thrives where no one’s willing to say no.

In a fragmented supply chain - where state taxes distort MSRP and retailers live or die by bad inventory decisions - a poor branding move doesn’t just hurt a cigar maker’s image. It burdens the entire system.

Vibe coding works, it's practical, and - despite the name - it's one of the sharpest levers to hit business operations in years. If you're running a cigar brand, retail shop, or distribution outfit, this might be exactly what you need to stop bleeding time, cash, and margin.

If premium cigars were a stock, you wouldn’t buy these dips. You’d limit risk, focus on the players showing discipline, not hope. Lean in on the ones who match receipts to claims, who balance price to actual demand. Cut out the story-spinners and bet on numbers.