Measure
Define the buyer situation, question families, products, entry points and comparison set. Preserve every observed answer and visible source.
- Buyer and decision context
- Chinese question library
- Original response records
- Baseline findings
The GEOB2B method
Measure. Fix. Verify.
A traceable workflow turns Chinese buyer questions into approved supplier information improvements and comparable retests.
Fix
Diagnose the information gaps behind the result, then improve only the approved facts and evidence that matter to the buying decision.
- Entity and product facts
- Priority Chinese assets
- Evidence and source map
- China inquiry path
Verify
Repeat comparable observations after implementation, explain what changed and record what remains uncertain or blocked.
- Comparable retest
- Fact and source review
- Change interpretation
- Next-priority decision
BUYER DECISION QUESTIONS
Start with the decision, not the keyword.
A question is useful when it represents a real supplier-discovery, qualification or action step.
Who can supply this application in China?
Category, application, geography and supplier type.
Can this supplier meet the requirement, and where is the proof?
Specifications, standards, limits, certifications and service.
How do we compare the options and start a technical conversation?
Trade-offs, local support, sample, distributor and RFQ path.
OBSERVATION BEFORE OPINION
Every summary must be traceable.
A score can provide a directional signal. A business decision requires the original question, answer, conditions, sources and fact review behind it.
GEOB2B · EVIDENCE RECORDILLUSTRATIVE STRUCTURE
Buyer question
哪些欧洲供应商提供适用于高温化工流程的耐腐蚀计量泵？Which European suppliers provide corrosion-resistant metering pumps for high-temperature chemical processes?
Conditions
Product · entry point · mode · date · region · sample ID
Evidence
Original answer · capture · visible sources
Fact review
IdentitySpecificationsCertificationsChina support
Decision
Observed fact · gap · priority · owner · approved fix · retest
Example structure only. No client result or AI response is represented here.
ONE SET OF FACTS
Built for people and machines.
Clear product pages, evidence, comparisons and inquiry paths for buyers.
Consistent entities, facts and sources that AI systems can retrieve and interpret.
AI supports repeatable work. People remain accountable for facts, conclusions and approval.
START WITH EVIDENCE
Request a China AI baseline →Start with one product and one real business question.
We will review the fit before proposing platforms, sample size or implementation.