Product vision, GEO roadmap, B2B customer strategy
The age of search is ending. The age of
conversation has begun.
Generative AI is now a primary channel for discovery. Brands must move beyond visibility to structures AI selects and cites.
“When AI answers, is your brand included?”
When AI answers, we make sure your brand is in that answer — automating the path from adaptation to results. A world where every AI search recommends your brand as the definitive answer.
Company Timeline
From an R&D launch at Nanyang Technological University, Singapore, to PoC, commercialization, and global expansion in five months.
- Jan 2026
R&D Launch
Nanyang Technological University
- Two founders with LLM and data science backgrounds
- Faculty collaboration on reverse-engineering AI answer generation
- Defined GEO and established proprietary evaluation criteria
- Mar 2026
First Outcome & Recognition
Consumer goods, Pangyo
- First customer (consumer goods) achieves measurable GEO results
- Selected for Pangyo Startup Zone
- Passed PoC validation milestones
- Apr 2026
Incorporation & Revenue
Incorporated and revenue visible
- Business registration completed
- Cumulative revenue passed ₩100M within four months
- Transition from R&D to commercialization complete
- May 2026
Expansion & Dual Acceptance
Global, Multi-industry
- Outcomes for Singapore SaaS and Korean healthcare customers
- Four new customers signed
- Accepted by Asan Dueurs and SparkLabs concurrently
Villion Team
We research AI search and advertising, then build it into the product.
Co-Founder
NTU Data Science · AI Systems
Data analysis, AI system architecture management, product development
Backend & Security Engineer
Distributed Systems · Security Infrastructure
Backend systems, customer data security, edge infrastructure monitoring
SEO Consultant
10+ years in SEO · Content Strategy
Search-intent content strategy, technical SEO audits, integrated visibility measurement
