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We talk about AI constantly but most small teams are still using it wrong — what's actually working for you?
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We talk about AI constantly but most small teams are still using it wrong — what's actually working for you?

via Dev.toTom Kwon1mo ago

I've been going deeper into how AI is actually being used across different business functions and there's a pattern worth talking about. Most founders I see either go all-in and try to automate everything at once, or they completely ignore it because it feels overwhelming. Both approaches tend to fail. What actually seems to work is picking one painful, repetitive problem and solving just that first. Lead qualification. Invoice processing. Ticket routing. Not "AI strategy." Just one workflow. A few things that stood out to me from real business cases worth discussing: Finance teams using AI for expense tagging and fraud detection are cutting false positives by 40-60% compared to traditional methods. That's not a small gain. Customer service teams handling Tier-1 questions through AI chatbots are reporting a 37% drop in first response times. Again, not replacing the team,just removing the repetitive load. The ROI question is real though. Around 75% of companies have adopted AI in some f

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