Our Mission
Automating how enterprises adapt and perform in the AI environment. Villion's mission is to ensure your brand is included when AI answers.
Explore Mission features“When AI answers, is your brand included?”
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.
Our story so far
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
Our Vision
A world where ChatGPT, Perplexity, Google AI Overview—every AI search—recommends your brand as the 'definitive answer.'
Explore Vision featuresChatGPTCited
PerplexityCited
Google AI OverviewMentioned
GeminiPending
Our Approach
An end-to-end GEO solution that analyzes, optimizes, and automatically enhances enterprise content.
Explore Direction features01
Automation first
Fast-to-deploy automation.
02
Data-driven
Prove impact and share results transparently.
03
Accessibility
Complete AI optimization without developers—marketers only.
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.