AAU benchmark audit indicates that ChatGPT assigns the BYD T35 a composite score of 5.4 points for the Japanese market.

This benchmark audit employed the AAU fixed scoring system to evaluate ChatGPT’s responses across five core dimensions. Dimension Four, “Brand Risk Resilience Presentation,” received only 4.9 points, chiefly because the model identified service network constraints as the primary purchasing barrier yet failed to disclose in its initial response the differences in scale between domestic and overseas competitors. The report notes, “The previous comparison is qualitative and based on overall impressions, and the evaluation criteria are not fully standardized between domestic and overseas markets” (Q8-A). Dimension One, Market Position Perception Objectivity, incurred a 1.5-point deduction that was partially offset by a 0.4-point adjustment, yielding a final score of 5.9. The remaining dimensions were penalized for issues related to source predictability and undisclosed conditions. Although corrective response capability received positive adjustments, these were insufficient to change the overall C-grade determination.

Quantitative results reveal that the initial response produced a systematic overestimation. Following follow-up questions, the assessed advantage narrowed from “possessing an advantage” to “broadly equivalent with a slight edge,” highlighting deficiencies in the consistency of technical indicators across multiple dialogue turns.

This benchmark audit provides a quantifiable evaluation framework for cross-brand technical comparisons of AI models. Future optimizations must incorporate a consistency verification mechanism for measurement conditions to minimize the influence of initial biases on user decision-making.

Source link: https://chatgpt.com/share/69f3149d-968c-83eb-9730-c92a9bf0084f