One-hand research and method pieces from the Alibaba.com GEO team — citation mechanics, prompt taxonomies and the operating models behind them.
19 published in GEO Insights.

How AI engines answer B2B payment terms queries. Source patterns and content opportunities for suppliers.

How AI engines answer apparel manufacturer queries. Source distribution and visibility factors.

B2B vs B2C GEO differences in AI search behavior, reference rates, and content strategy priorities.

How AI engines answer MOQ queries for custom packaging. Source patterns and optimization for suppliers.

Top B2B domains appearing in AI search results. Patterns and distribution data.

Content formats with highest AI reference rates. Performance data and strategy for GEO.

Weekly analysis of source domains in AI-generated B2B responses. Distribution and changes.

How AI engines answer OEM manufacturer queries. Source patterns, citation types, and content optimization for OEM suppliers.

How AI engines interpret and cite verified supplier status. Source patterns and optimization for verification queries.

Industry comparison of AI search mention rates and citation rates. Benchmark data across seven B2B categories.

How AI engines answer wholesale electronics supplier queries. Source distribution, citation patterns, and supplier visibility factors.

GPT and Gemini reference different types of sources. GPT prefers aggregation and review sites; Gemini prefers academic and authority sources.

AI engines cite Reddit comments more than posts. This means GEO strategy should focus on comment quality, not post volume.

Four months of B2B prompt monitoring reveals ChatGPT citations shifting from social platforms to government agencies to official marketplace domains. The highest-value GEO investment is now first-party content.

Large language models exhibit prior recognition bias: brands with higher mention rates tend to receive higher citation rates. This correlation has strategic implications.

AI citation patterns are shifting from a few dominant domains toward a diversified long-tail. This trend changes how GEO portfolios should be constructed.

Reddit plays a dual role in AI search: as a quality filter for training data and as a primary source for live citations. Its August 2026 disruption is temporary, not structural.

OpenAI's August 6 update pushed ChatGPT toward heavier reliance on external search. Alibaba.com monitoring shows citation URLs in answers up about 150% on a fixed panel of roughly ten thousand prompts, and AI referral traffic across several e-commerce platforms up 50% to 70% within two weeks.
Field-tested playbooks from the Alibaba.com GEO team — verified in practice, and ready for you to reuse.