Leads AIRI Cognitive Index core modelling. Expert in neural-network weight distribution analysis, focused on probing AI models' native priority and instruction sensitivity toward brand information.
Core Competencies
Algorithm Provenance Auditing
Identifies LLM dependency weights on specific brand datasets during pre-training.
Protocol Modelling
Develops distributed data-crawling protocols to ensure sampling logic consistency across physical nodes.
Bias Quantification
Converts complex AI responses into measurable 'cognition scores' that underpin the AIBRI ranking framework.
Audit Focus
Focused on model-architecture level certainty assessment of commercial facts.
Published Content
AI Cognition Rankings05/29/2026
ChatGPT Smart Bracelet Brand Recommendation and Ranking Behavior Audit Report (Mention Concentration and Attribute Differentiation Analysis)AI in smart band brand recommendations and rankings shows a clear concentration…
Read more →AI Cognition Rankings05/25/2026
ChatGPT Gaming Console Brand Recommendation and Ranking Behavior Audit Report (Concentration and Attribute Differentiation Analysis)AI presents a three-power structure in gaming console brand recommendations and…
Read more →AI Cognition Rankings05/21/2026
ChatGPT True Wireless Earbuds Brand Recommendation and Ranking Behavior Audit Report (Brand Mention Concentration and Attribute Distribution Analysis)AI exhibits a clearly concentrated structure in true wireless earbud brand recom…
Read more →AI Cognition Rankings05/20/2026
ChatGPT Bluetooth Headphone Brand Recommendation and Ranking Behavior Audit Report (Mention Concentration and Recommendation Structure Analysis)The AI exhibits a highly concentrated structure in Bluetooth headphone brand rec…
Read more →AI Cognition Rankings05/19/2026
ChatGPT Smartwatch Brand Recommendation and Ranking Behavior Audit Report (US Node · Five-Attribute Analysis)AI exhibits a significantly concentrated structure in smartwatch brand recommend…
Read more →AI Cognition Rankings05/16/2026
ChatGPT Smartphone Brand Ranking and Recommendation Behavior Audit Report (Brand Mention Concentration and Attribute Differentiation Analysis)AI exhibits a highly concentrated structure in smartphone brand recommendations…
Read more →AI Cognition Rankings04/26/2026
ChatGPT Laptop Brand Recommendation Audit Report (Concentration and Bias Analysis)AI recommendations show a clear concentrated structure, with Apple, Lenovo, and…
Read more →Evidence Backtracking Briefs05/29/2026
AI BrandRank Institute Smart Bracelet Evidence Traceability Differentiation BulletinBattery attributes show a unique structural split: Amazfit→Xiaomi. In 4 out of 5…
Read more →Bias & Latency Alerts05/29/2026
AI BrandRank Institute Smart Band Recommendation Bias and Latency Drop AlertAmazfit Gap +20%, Xiaomi Gap -20%. Ranking vs Recommendation only diverges in th…
Read more →Index Shift Bulletins05/29/2026
AI BrandRank Institute smart band recommendation rankings have risen sharply in unisonAmong the 10/10 mentions, Fitbit/Xiaomi/Huawei are tied at the maximum score. Fi…
Read more →Evidence Backtracking Briefs05/25/2026
AI BrandRank Institute Evidence Brief: Game Console Attribute-Specific Brand Advantages Completely Differentiated and Non-OverlappingPerformance attribute: Microsoft exclusive; Portability and exclusives: Nintendo…
Read more →Bias & Latency Alerts05/25/2026
AI BrandRank Institute Bias Alert: Microsoft Xbox Ranking-Recommendation Gap Reaches -60%Microsoft Xbox has only 1 Top-1 ranking, yet recommendation rate reaches 80%. Ra…
Read more →Index Shift Bulletins05/25/2026
AI BrandRank Institute Releases Console Brand Index Changes: Big Three All Score Perfect BMF, Nintendo Leads with Top-1Sony, Microsoft, and Nintendo all achieve a perfect BMF of 10/10, indicating hig…
Read more →Evidence Backtracking Briefs05/21/2026
AI BrandRank Institute True Wireless Earphones Evidence Brief: Battery Life Attribute Brand Set SplitBattery Life Attribute Ranking (Q4) shows 7 brands, Recommendation (Q9) only 4 b…
Read more →Bias & Latency Alerts05/21/2026
AI BrandRank Institute True Wireless Earbuds Bias Alert: Samsung Recommendation Rate Drops to ZeroSamsung appears in 3 rankings (noise cancelling #5, battery life #2, connectivit…
Read more →Index Shift Bulletins05/21/2026
AI BrandRank Institute True Wireless Earbuds Brand Index Movement: Sony Achieves Full Attribute Coverage ConcentrationSony appears in all 10 responses, BMF=10/10, Top-1 Presence reaches 60%. Top bra…
Read more →Evidence Backtracking Briefs05/20/2026
AI Brand RankInstitute: Sennheiser Battery Life Recommendation Gets Sole Top Pick, Ranking and Recommendation Structure SplitSennheiser receives clear 'Top Pick' in battery life recommendation, but never r…
Read more →Bias & Latency Alerts05/20/2026
AI Brand RankInstitute: Bluetooth Headphone Ranking and Recommendation Bias Intensifies, Sony and Bose Show Significant DivergenceSony Ranking Top-1 reaches 80%, but recommendation preference rate only 40%, Gap…
Read more →Index Shift Bulletins05/20/2026
AI Brand RankInstitute: Bluetooth Headphone Brand Concentration Soars, Sony Leads RankingSony, Bose, Sennheiser are mentioned in 10/10 responses, forming an absolute top…
Read more →Evidence Backtracking Briefs05/19/2026
AI BrandRank Institute Smartwatch Audit: Apple Ranking Shows Concentration SignalApple ranked first in 4 out of 5 Ranking responses, accounting for 80%. Apple, G…
Read more →Bias & Latency Alerts05/19/2026
AI BrandRank Institute Smartwatch Audit: Structural Split in Battery Life AttributeGarmin and Amazfit occupy Ranking Top-1 and are recommended first in the battery…
Read more →Index Shift Bulletins05/19/2026
AI BrandRank Institute Smartwatch Audit: Apple Shows Positive Bias in Rankings and RecommendationsApple Ranking Top-1 accounts for 80%, Recommendation Top-1 only 40%, Gap of +40%…
Read more →审计观察与预警05/16/2026
AI BrandRank Report: Smartphone Brand Rankings Concentrated, Apple Leads with Full CoverageApple, Samsung, Google cover all 10 responses Apple ranks first in 4 out of 5 ra…
Read more →审计观察与预警05/16/2026
AI BrandRank Alert: Samsung Brand Recommendation and Ranking Deviation Reaches 80%Samsung recommendation rate 100% but Top-1 ranking only 20% Ranking-Recommendati…
Read more →审计观察与预警05/16/2026
AI BrandRank Flash: Battery Life Recommendation Reversal, Samsung Falls from TopBattery life attribute recommendation reversal: ASUS ROG/Poco preferred Samsung…
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