Summary: Shipped an AI-powered feature that eliminated 4-6 hours of manual data mapping work per customer, turning one of the most tedious parts of onboarding into a mostly-automated delight.
The Problem Nobody Wanted to Solve
Customer onboarding had a painful bottleneck: mapping customer-specific field data (job titles) into BuildWitt’s standardized structure. It was eating 4-6 hours per customer for both our Success team and customer admins. Everyone knew it sucked. Nobody knew how to fix it.
The AI Solution
I scoped and launched an AI-powered data mapping feature that:
- Analyzed incoming customer data
- Intelligently suggested mappings to our ontology
- Learned from user corrections
- Reduced manual mapping work by 75%+
This was practical AI application—not flashy, not trendy, just solving a real problem with the right tool.
Real Impact
Our Customer Success team got 4-6 hours back per customer. Customers got to value faster. And we demonstrated that AI doesn’t have to be complicated to be valuable.
The Bigger Picture
This project validated our approach to AI integration: find the tedious, repetitive work that’s stealing time from humans, and automate it thoughtfully. It’s now a template for how we think about AI across the product.
