Platforms & Industries
Are Chinese and English answers directly comparable?
Plan by model interface, language and buying situation rather than assumed platform preferences.
Start with this guide
Platforms & IndustriesGEO across Chinese AI platforms: interfaces, language and buying context
Start cross-model monitoring with the buyer’s situation: which interface, language and constraints shape the question? Record those differences before
Read article ↗Explore specific questions
ChatGPT is not recommending my product — what should I do?
Separate three cases first: full absence , mentioned but not recommended , or recommended with wrong facts . Remedies differ: strengthen Reach (readab
Read article ↗Platforms & IndustriesChina LLM GEO considerations
GEO for China LLMs (e.g. DeepSeek, Kimi, Qwen, GLM, Doubao, MiniMax, ERNIE Bot ) cannot reuse English ChatGPT prompts and a single Global-only monitor
Read article ↗Platforms & IndustriesCross-border site: AI product card missing — what now?
In cross-border journeys, models may discuss a category yet fail to surface or locate your product card / actionable path , or stop at “Mentioned” wit
Read article ↗Platforms & IndustriesDeepSeek shows outdated brand information — what should we do?
Stale facts (old prices, discontinued SKUs, wrong specs) are the Wrong outcome: the model states inaccurate facts in your brand’s name. Prioritize fac
Read article ↗Platforms & IndustriesDoubao recommends competitors instead of us — what now?
This is usually not “Doubao targeting you.” On that Chinese category/scenario prompt, the system more readily finds competitors’ comparable facts and
Read article ↗Platforms & IndustriesHow to evaluate China model coverage in GEO tools
Treat “China model coverage” as a checkable list—not a marketing adjective. Confirm whether the vendor includes the surfaces you actually care about—
Read article ↗Platforms & IndustriesGEO tools with DeepSeek and Doubao support
When buying “GEO / brand monitoring with DeepSeek & Doubao,” demand a written model roster and sampling notes—not a vague “we cover China models.” Win
Read article ↗Platforms & IndustriesWe’re not on the AI vendor shortlist — what should we do?
This is a Shortlist failure : when buyers ask models to “recommend vendors/SaaS options,” you never enter the candidate set. Versus pure obscurity, sh
Read article ↗Platforms & IndustriesB2B software: verifiable answers to buying questions
A reusable working method, not a verified customer-results report.
Read article ↗Platforms & IndustriesConsumer brands: from category questions to recommendation reasons
A reusable working method, not a verified customer-results report.
Read article ↗Platforms & IndustriesCross-border commerce: product information and AI recommendations
A reusable working method, not a verified customer-results report.
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