Villion is an end-to-end GEO (Generative Engine Optimization) and AEO (Answer Engine Optimization) platform that helps enterprise brands get understood, cited and recommended by AI search engines including ChatGPT, Claude, Perplexity, Gemini, Microsoft Copilot, Google AI Overview and Naver AI Summary.

Code (Technical) — Auto-generates structured data (robots.txt, llms.txt, JSON-LD, Schema.org) so AI bots can accurately understand the site.

Content (Substance) — Restructures content into formats AI can read easily (tables, lists, FAQs) and creates clear answer formats AI can cite.

Authority (Trust) — Designs brand entity and authoritative data structures so the brand is cited with accurate sources, without hallucination.

Designing how brandsget chosen onopenaiChatGPT.

End-to-end GEO Solution — supporting enterprises as they adapt and drive results in the AI search era.

People no longer click links. When they're curious, they ask AI instead of Google. In this massive shift, is your brand included in AI's answers?

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northgeo.comDashboard
northgeo.com
2 hours ago · Last checked
82/ 100
GEO Score
Looking good
Access & CrawlabilityB
88/ 100
Structured IdentityB
75/ 100
Content CitabilityC
68/ 100
Authority & TrustB
72/ 100
Technical QualityB
82/ 100

Analysis summary

northgeo.com is strong on technical quality, structured identity, and accessibility — but Content Citability (68) and Authority & Trust (72) are pulling the overall GEO score down. We estimate an 8–10 point gain within two weeks from FAQPage schema rollout and a blog-lede restructure alone.

What's working well

  • robots.txt · sitemap.xml · full Open Graph coverage → crawler accessibility at 88 (Top 10%).
  • Organization and BreadcrumbList schema on every page gives crisp brand identity signals.

What needs improvement

  • 18 of 24 product pages have no FAQPage schema — they're excluded from the answer-query citation pool ("How do I use …?").
  • Blog posts average Citability 0.61. Conclusions sit at the end, so AI skips them when scanning the top of the page.
  • Missing author, publisher and datePublished fields cost 3 Tier-1 authority signals.

Priority actions (next 2 weeks)

  1. 1Auto-generate FAQPage schema → batch deploy across 18 product pages (est. +6 points).
  2. 2Move summary paragraphs to the top on 5 blog posts → reach Citability ≥ 0.75 (est. +3 points).
  3. 3Add author and datePublished fields to every blog post → Authority 72 → 82 expected.

Supported by

PAN-GYO StartUp ZoneGyeonggi Creative Economy Innovation CenterSparkLabsAsan Nanum Foundation
Zero-Click Search

Don't relax just because you're on page 1.

If AI doesn't know you, your brand doesn't exist.

In AI conversations, about 60% of users end the session without clicking through to any website. (Bain & Company, 2025)

44% of AI-powered search users already name AI their primary source of insight — ahead of traditional search (31%). (McKinsey & Company, 2025)

Villion designs how brands get chosen in the AI search era. An end-to-end GEO solution supporting enterprises across diagnosis, optimization, and trust-building so content is understood, cited, and recommended by AI.

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Why you should start GEO now.

01Search is moving to AI

Users no longer click links — they ask AI directly. As search-result traffic declines, who gets cited inside AI answers becomes the new visibility benchmark.

02One citation is shortlist entry

When AI names your brand on a comparison query, that single mention is itself shortlist entry. Evaluation cycles shorten, and brands absent from the answer disappear from the candidate set.

03Signals you build now shape tomorrow's answers

AI cites accumulated signals, not instant updates. Brands that start earlier surface first in next quarter's answers — the gap is hard to close once it widens.

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67

GEO Score

Needs improvement

Access & Crawling88
Structured Identity75
Content Citability68
Authority & Trust72
Technical Quality82

AI Traffic Analysis

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ChatGPT
12.4K
Perplexity
8.2K
Google AI
6.8K
Gemini
3.1K
Others
2.1K
Total AI traffic32.6K +47%
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