GEO Visibility Audit

A reproducible baseline for manufacturers that need to know where they actually appear in AI-powered supplier research—and why.

Core public platform scope

ChatGPT Search · Google Gemini · Google Search AI Mode / AI Overviews · Perplexity · Microsoft Copilot / Bing

Who this service is for

  • Export manufacturers
  • B2B product brands
  • OEM / ODM factories
  • Teams measuring AI supplier visibility

Problems clients usually face

Discovery

Your brand rarely appears in supplier recommendations.

Understanding

AI confuses the factory with a trading company.

Evidence

Competitors appear more often without stronger manufacturing evidence.

Measurement

The team has published content but cannot measure its effect.

Team & Responsibilities

Define the scope

Confirm markets, products, buyer roles and fixed procurement questions.

Govern the facts

Verify company, factory, product, certification and market records.

Build the evidence

Connect approved facts to owned pages and relevant third-party sources.

Retest the answers

Preserve platform, date, language, region, full answer and citation URLs.

Information required

Approved company, factory, product, certification, market and case facts; existing pages; target questions; and available evidence.

Execution process

  1. Define target markets, buyer roles and fixed procurement queries.
  2. Run controlled baseline tests across agreed AI platforms.
  3. Record brand mentions, candidate inclusion, citations and answer context.
  4. Audit company facts, product coverage, third-party evidence and technical access.
  5. Prioritize the gaps most likely to affect discoverability and verification.

Deliverables

  • AI visibility baseline
  • Competitor comparison
  • Query coverage map
  • Citation and source audit
  • 90-day priority roadmap

Measurement

  • Brand Mention Rate
  • Candidate Inclusion Rate
  • Top Recommendation Rate
  • Citation Coverage
  • Query Coverage

Service example

A reviewable project record

Each output connects a procurement question, company fact or claim to its source, owner, update date and monitoring condition.

DIAGNOSTIC SCORECARD

Example Baseline Scorecard

  1. 100 fixed procurement questions
  2. Brand Mention Rate
  3. Candidate Inclusion Rate
  4. Citation Coverage
  5. Competitor evidence gaps

Service boundary

WQGEO improves the structure, accessibility and verifiability of public information. It does not guarantee a fixed AI ranking, a specific answer or a commercial result.

Frequently asked questions

How many questions should a baseline test?

The scope depends on products and markets. A useful baseline normally includes enough fixed discovery, comparison, verification and supplier-fit questions to represent the buying journey.

Which AI platforms are tested?

The core scope covers ChatGPT Search, Google Gemini, Google Search AI Mode or AI Overviews, Perplexity, and Microsoft Copilot or Bing. Each platform, search mode, language, region and date is recorded for matched retesting.

How are competitors selected?

Use suppliers repeatedly returned for the same fixed questions, plus client-confirmed commercial competitors. Do not substitute a generic industry ranking.

What does the audit deliver?

A dated baseline, query and competitor coverage, entity and evidence gaps, citation records and an implementation priority plan.

Need a scoped GEO plan?

Request a GEO audit →