From Brochure Site to Fact Database
Most export sites start as brochures: pretty, with few parseable facts. To become AI-citable, they must become fact databases. This is the retrofit path — same destination as build-first, reached by restructuring an existing site. This piece gives the steps and a rebuild-vs-retrofit guide.
Step 1 — inventory the facts (slowest, most critical)
List every entity fact, spec, certification and claim currently buried in copy or images. This list becomes your structured source. Often underestimated: many companies' hard facts live in sales chats, PDFs, and reps' heads while the website is the least complete. Find the facts first; everything else follows.
Step 2 — move specs to text
Put parameters in HTML and Schema, not only PDFs. Keep the PDF as a download; the citable truth lives in text. Each product at minimum needs: model, key spec table, use case, certifications.
Step 3 — add structured data
At the template level, add Organization, Product, FAQ, BreadcrumbList; validate before going live. On a templated platform this can be batched; on hand-written HTML, effort scales with page count.
Step 4 — fix multilingual
Reciprocal hreflang with x-default; consistent facts across versions; validate return links. Skip this and the prior steps partly waste.
Step 5 — maintain (decides how long it lasts)
A fact database rots if unmaintained. A knowledge-base-driven system keeps facts current; manual sites need a refresh schedule (e.g., quarterly). Maintenance matters more than the one-time fix for long-term GEO.
Rebuild vs retrofit: how to decide
| Signal | Lean retrofit | Lean rebuild |
|---|---|---|
| Structure clear? | nav/hierarchy reasonable | hierarchy itself tangled |
| Fact depth? | content exists, just unmarked | content itself thin |
| Technical base? | fast, crawlable | slow, uncrawlable |
| Multilingual? | only markup to fix | architecture to redo |
Where Qikaiyuan fits
The Qikaiyuan GEO Foreign-Trade Site-Building System is the build-first form of this same destination. For existing sites, L2/L3 retrofits the facts into a knowledge base and retests (L1 build / L2 knowledge base / L3 retest loop), so the result is sustainable rather than rotting three months later.
Objective boundary
Retrofit reaches citable-readiness; it does not guarantee citation. Very brochure-heavy sites with thin facts may need rebuild rather than patch. Judge by fact depth, not page count.
Rebuild or retrofit?
If facts are shallow and structure is tangled, rebuild is cleaner. If structure is sound, retrofit by adding Schema and moving specs to text. Inventory facts first, then decide — not by gut.
How long does retrofit take?
Depends on volume. A small catalog is days; a large one is weeks. The longest part is fact extraction, not markup.
Will old URLs break?
They should not if you keep URLs and only add markup. If you restructure paths, plan 301 redirects so links and history survive.
When will AI cite after retrofit?
Retrofit gives "eligibility to be cited." Citation pace depends on platform crawling and competition. Treat it as groundwork, not an instant switch.
Prefer build-first? See GEO site building. Check the six signs. The product ships the database structure.