WQGEO AI Visibility System

The WQGEO System is a monitoring and retesting workspace for manufacturing GEO projects. It connects procurement questions, platform answers, brand visibility, citations, competitors and project actions in one traceable record.

Typical monitoring environments include ChatGPT Search, Google Gemini, Google Search AI Mode, Perplexity and Microsoft Copilot. Platform scope is defined by each project's target market and buyer behavior.

WQGEO VISIBILITY WORKSPACE

From One Answer Screenshot to a Reviewable Project Record

The interface and values below demonstrate workspace fields and functions; they do not represent a specific client result.

Query Samples
180
Platforms
5
Citation Sources
52
Retest Cycle
12 Weeks
WQGEOAI Visibility Workspace
QUESTION Q-042

Recommend Chinese PC/ABS Manufacturers

Chinese · China · B2B procurement · 2026-08-29

Retest complete
Brand Mention Rate34.4%+12.8 percentage points
Candidate Inclusion Rate27.2%+9.6 percentage points
Valid Citations52+18 sources
Recommendation Reason Accuracy81%+14 percentage points
AI Visibility Trend12-week fixed-query retest
Demo data
Week 1Week 4Week 8Week 12
Platform PerformanceBrand appearances this cycle
5 platforms
ChatGPT Search39 / 50
Google Gemini36 / 50
Google AI Mode31 / 50
Perplexity32 / 50
Microsoft Copilot28 / 50
Query MatrixHigh-intent query samples
View all
  1. 01
    Which Chinese companies manufacture PC/ABS?Category discovery · Chinese · China
    Appeared
  2. 02
    Chinese flame-retardant PC/ABS alternativesAlternative comparison · Chinese · China
    Appeared
  3. 03
    PC/ABS supplier for automotive interiorApplication sourcing · English · Europe
    Needs improvement
Citation SourcesNew traceable pages
52 records
  1. 01
    Product Grade & Property PagesOwned · product evidence
    18
  2. 02
    Certification & Test RecordsThird-party · compliance evidence
    14
  3. 03
    Application & Selection GuidesOwned · application evidence
    11
  4. 04
    Industry Media & Trade EventsThird-party · entity source
    9
Candidate ShareBrand & Competitor Comparison
180 fixed queries

Target brand34%

Competitors A42%

Competitors B29%

Competitors C21%

Project TimelineContent actions and retest relationship
Latest updates
  1. Completed fixed-query retest cycle 3Saved answers, citations and exception notes
  2. Published three material application pagesConnected grades, properties and applications
  3. Completed company and production-site factsAligned owned and third-party entity facts
REPRODUCIBLE BY DESIGN

Every Result Preserves Its Retest Conditions

The system does not store only the conclusion that a brand appeared; it retains the complete question and test environment.

  1. 01Fixed queryExact wording, product, market and procurement intent
  2. 02Record environmentPlatform, date, language, region and model clues
  3. 03Save answerFull answer, candidate companies and recommendation context
  4. 04Track citationsDomain, page, source type and access date
  5. 05Connect actionsPage publishing, source work and technical changes
  6. 06Scheduled retestCompare with the same method and note uncontrolled variables
SYSTEM BOUNDARY

What the Workspace Records—and What It Cannot Guarantee

Can record

Queries, platform answers, brand appearances, candidate order, citations, competitor changes, project actions and retest differences.

Cannot guarantee

A fixed platform ranking, identical answers every time, or sole-cause attribution of visibility and commercial growth.