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![BrandGrowthOS Avatar](https://lunarcrush.com/gi/w:24/cr:twitter::1807415733069950977.png) Karim Chaanine [@BrandGrowthOS](/creator/twitter/BrandGrowthOS) on x XXX followers
Created: 2025-07-24 23:32:52 UTC

craft beats velocity every time

AI makes it tempting to ship fast and iterate later. but users can feel when something was built with care vs churned out

spent X weeks refining erika's expense categorization logic. could've shipped day X but those extra iterations mean XXXX% accuracy instead of XX%

the difference? erika processes real money. slop literally costs money


XXX engagements

![Engagements Line Chart](https://lunarcrush.com/gi/w:600/p:tweet::1948526829347668050/c:line.svg)

**Related Topics**
[money](/topic/money)
[accuracy](/topic/accuracy)
[coins ai](/topic/coins-ai)

[Post Link](https://x.com/BrandGrowthOS/status/1948526829347668050)