UglySmith AI Buyer-Enterprise Matching Solution
UglySmith is a startup that developed an AI data-driven automated buyer-enterprise matching solution, participating in the KOTRA DX Innovation Lab program. The company has dramatically improved matching accuracy and speed by automating the buyer discovery and matching process that was previously performed manually.
The solution comprehensively analyzes global trade data, corporate financial information, and web-crawled data to automatically recommend optimal overseas buyers for Korean export companies. It has particular strengths in building buyer databases for emerging markets such as Bangladesh and Vietnam.
AI Matching Algorithm: 3-Stage Analysis Process
UglySmith's AI matching proceeds in three stages. First, the company's export capabilities and product characteristics are analyzed. Then, buyers with similar needs are filtered from the global buyer database. Finally, multi-dimensional scoring determines the matching ranking.
Data Sources and Preprocessing
The key to accurate buyer matching is data quality. UglySmith builds buyer profiles by integrating six or more data sources, with NLP-based natural language processing analyzing even unstructured data.
| Data Source | Type | Update Frequency | Purpose |
|---|---|---|---|
| UN Comtrade | Trade statistics | Monthly | Buyer country import patterns |
| Corporate Credit DB | Financial information | Quarterly | Buyer creditworthiness & scale |
| Web Crawling | Company websites | Real-time | Business area & product line identification |
| LinkedIn Profiles | Network information | Weekly | Decision-maker identification |
| KOTRA Buyer DB | Trade office data | As needed | Verified buyer information |
| Exhibition Participant DB | Event information | Annual | Buyer interest area confirmation |
Bangladesh Buyer Matching Applications
Bangladesh is one of UglySmith's core target markets. Given the emerging market characteristics where local buyer data is not systematically organized, the value of AI-based data collection and analysis is even greater. The company continues to expand its local buyer database through collaboration with the KOTRA Dhaka Trade Office.