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Technology assets

A reusable GEO tech foundation

Two of our self-built technology assets — the site kernel and the diagnostic system — form the foundation of Hengyu's end-to-end GEO services. They power our delivery and can also be licensed as standalone products.

Site-building tech asset

GEO-Native Site Kernel

A site kernel purpose-built for generative-engine optimization: structured data, an evidence system, content-twin for walled-garden platforms, and dual-track coverage of domestic and overseas AI engines — config-driven, deployable with a single command.

Key capabilities

  • Schema.org structured data (JSON-LD) generated per brand, covering Organization / WebSite / Service / FAQPage / BreadcrumbList and other mainstream types
  • Built-in evidence system and facts hub: every fact is traceable, verifiable, and citable by AI engines
  • Content-twin for walled-garden platforms: WeChat Official Account / Channels content automatically converted into a public, crawlable copy
  • Dual-track coverage of domestic and overseas AI engines: China (Doubao / ERNIE Bot / Kimi / Metaso / Qwen) + overseas (ChatGPT / Perplexity / Gemini)
  • Config-driven: site-manifest.yaml decides brand structure, content, schema, navigation, and compliance placements
Astro static generationTailwind CSS v4daisyUI 5 theme tokensTheme-skin layer

Delivered artifacts

  • site-manifest.recipe.yaml — a site-building contract schema of 89 fields
  • 13 kernel pages (Home / About / Products / Services / Facts / Questions / Knowledge / Updates / Channels / Policies / Contact / Self-check / Evidence)
  • 13-item GEO launch self-check (Track A compliance + Track B citability)
  • Content admin (cms-admin): local-file online editing, no database or cloud dependency
  • Theme-pack skin layer: one content source, multiple skins, including an open-source licensing pipeline
Use: Brands that want a fast path to a website that AI engines can read and cite. Learn about the site kernel
Diagnostic tech asset

GEO Diagnostic System

A brand audit from the perspective of generative engines — measuring visibility and factual credibility — producing a dual-track audit report (compliance in 8 dimensions + a 0–100 citability score).

Key capabilities

  • Track A compliance in 8 dimensions: crawlability, schema completeness, evidence, channel coverage, performance, accessibility, security, compliance placements
  • Track B citability score: 8 dimensions — Robots / llms.txt / Schema / Meta / Content / Entity / Signals / AI-discoverability
  • P0 / P1 / P2 blocker grading + remediation playbook + rollback guidance
  • Can be delivered as a client-facing report (with white-label) or used as an internal launch gate
Dual-track audit (Track A compliance + Track B citability)JSON-LD validationHTTPS / performance baselineWhite-label client delivery

Delivered artifacts

  • Launch self-check report (Markdown + HTML dual format)
  • Blocker remediation playbook (graded by P0 / P1 / P2)
  • 6-platform indexing checklist (Bing / Google / Yandex / Naver / Seznam / Baidu)
  • IndexNow instant submission (one-click indexing to Bing / Yandex / Naver / Seznam / Yep alliance)
Use: Operators, CMOs and brand owners who want to see exactly how their brand looks through AI engines' eyes. Book a diagnostic

Want to see how these run for your brand?

Book a GEO diagnostic — we show you in a real report what this foundation can and cannot solve for you.

Book a GEO diagnostic