Our Philosophy
The age of search is ending. The age of conversation has begun.
As generative AI becomes a primary channel for information discovery, enterprise digital assets must evolve beyond simple visibility to structures that are selected and cited by AI.
Supported by
Automating how enterprises adapt and perform in the AI environment. Villion's mission is to ensure your brand is included when AI answers.
“When AI answers, is your brand included?”
A world where ChatGPT, Perplexity, Google AI Overview—every AI search—recommends your brand as the 'definitive answer.'
We build three layers to get there.
- GEO Platform — Audit, code and content fixes, and visibility measurement in one flow.
- Atlas — A CMS that writes content AI can read well.
- Villion Agents — Agents that run repetitive GEO work under human approval.
Three principles guide how we work.
- Automation first — Fast-to-deploy automation.
- Data-driven — Prove impact and share results transparently.
- Accessibility — Complete AI optimization without developers—marketers only.
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
Why GEO?
The search paradigm is shifting. Why AI search optimization is essential.
56%
Zero-Click search
56% of searches end without a click (SparkToro · Similarweb, 2024).
2~5
Consideration Set
AI answers surface only 2–5 brand candidates per query.
Top 1
Cited brand impact
Being cited guarantees consideration — effect comparable to or above top-SERP exposure.
Ready to shape the future of AI search?
Design how your brand gets chosen in the AI era.