MVP / internal product experiment
AI-powered CSV importer for real-estate CRM teams
Rapid MVP
How a solo-built MVP used AI to eliminate manual CSV column mapping for CRM teams working with messy ad-export files.
Challenge
CRM teams waste hours mapping inconsistent ad-export CSVs. Every agency file is different; manual mapping does not scale.
Process
- 1Defined target CRM schema and messy input samples
- 2Built upload + AI column-mapping flow with Gemini
- 3Validated mappings with human-in-the-loop review UI
- 4Packaged as Next.js + Express MVP
Outcomes
- Zero manual mapping for common ad-export formats
- Faster onboarding of partner data into CRM
- Clear path from MVP to production hardening
Tech
Gallery