Can AI Improve Drug Development? It Depends on the Data | William Blair

Even the most sophisticated AI projects — like drug discovery — fail for the same reason your $200/month tool is collecting dust. The data wasn't ready. I've watched smart business owners get sold o

Even the most sophisticated AI projects — like drug discovery — fail for the same reason your $200/month tool is collecting dust.

The data wasn't ready.

I've watched smart business owners get sold on AI's potential only to realize later the tool had nothing useful to work with. No clean data. No clear process underneath it. Just a shiny interface and a monthly invoice.

Here's what researchers found when studying AI in pharmaceutical development: the technology itself wasn't the problem. The quality and organization of the data feeding it determined everything. Same principle applies to your business.

If your customer records are scattered across spreadsheets, your AI tool will automate chaos. If your sales process lives in someone's head, no tool fixes that. AI amplifies what's already there — good or bad.

Before you buy anything else, spend one hour this week documenting one repeatable process you already run well. Customer onboarding. Quote follow-ups. Whatever works. That becomes your first AI candidate — and your fastest path to a real, measurable win.

The tool isn't the starting point. Your clean data is.

What's one process in your business that's consistent enough you could actually write it down step by step?

#AIStrategy #SmallBusiness #BusinessGrowth #AIImplementation

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