智兴GEO智兴GEO

Case Studies

Case Studies

Typical industry scenarios and delivery thinking, to help you judge whether GEO fits you. Concrete plans follow an actual diagnosis.

Manufacturing

Get production credentials cited accurately in procurement questions

For an equipment manufacturer we systematically organized lines, certifications and capacity, building source evidence models can read.

Challenge

When buyers compared suppliers through conversational search, the company's certifications and capacity were scattered across pages and hard to cite.

Approach

Unified entity facts, added structured data, wrote fact pages for certifications and capacity, and measured continuously with a fixed question set.

  • Map lines and certifications
  • Add structured data
  • Maintain change logs
Outcomes
Verifiable
Source evidence
Ongoing
Measurement
Unified
Credential wording
SMEs / Vendors

Unify brand wording, cut channel distortion

For an SME vendor we unified brand and product facts, building an official, citable information source.

Challenge

Distributors and channels described the company inconsistently, so customers often heard contradictory claims.

Approach

Consolidated entity facts and product facts, published official fact pages and an FAQ, and stated scope and boundaries clearly.

  • Unify brand wording
  • Publish official fact pages
  • Build an FAQ
Outcomes
Consistent
Brand wording
Official
Citable source
Reduced
Distortion
Services

Turn service facts into citable content

For a service provider we turned service scope, process and reputation into facts, improving citation accuracy in service questions.

Challenge

Service content was mostly narrative, so it was hard to cite accurately in model answers.

Approach

Broke service scope and process into structured facts, paired with customer-review and delivery-standard pages.

  • Break down scope and process
  • Pair review evidence
  • State delivery standards
Outcomes
Accurate
Citations up
Structured
Service facts
Paired
Reviews & standards