GEO RESEARCH
A GEO program should be reviewable through facts, pages, sources, platform observations and correction records.
AI mentions alone do not prove a complete engagement. B2B buyers and service teams need a shared acceptance model that separates controllable work from model outcomes.
Source: Shenzhen Zhuima Research Institutes · Author: Yang Changjun · Updated: 2026-07-22LAYER 1
Legal entity, brand relationships, people, services, delivery region, contacts and approved claims.
Priority buying questions across problem awareness, comparison, alternatives, provider selection and brand verification.
Initial answers, sources, competitors, factual errors and missing recommendation reasons across six Chinese AI platforms.
LAYER 2
Every priority intent cluster has one clear canonical destination and supporting internal relationships.
Claims connect to service details, cases, people, research, first-party records and legitimate external sources.
Canonical signals, structured data, crawl paths, robots and sitemaps remain consistent with the public facts.
LAYER 3
Retest the same questions and conditions rather than presenting one favorable screenshot as a stable result.
Track whether new questions, comparison reasons and factual gaps are appearing in real inquiries and sales conversations.
FREQUENTLY ASKED
Usually not. GEO may influence discovery and consideration alongside brand demand, content, sales activity, paid channels and market conditions. Evaluation should separate controllable delivery from broader business outcomes.
START WITH THE REAL BUSINESS PROBLEM
Share the priority offer, target buyer, current channels and the point where progress stops. We will first identify the most useful next step.
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