Single layers beat two layers at equivalent parameter budgets (for trained models)
The tracking system consists of three automated scenarios that work together to provide comprehensive AIO monitoring. The first scenario handles query tracking and brand mentions, automatically sending prompts to ChatGPT and recording which sources appear in responses. The second scenario performs keyword performance analysis, tracking specific topics or phrases relevant to your business and monitoring whether you're gaining or losing visibility. The third scenario focuses on competitor tracking, identifying when competitors appear in AI responses and analyzing their positioning compared to yours.
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This system behaved much like the older check proofers, reading documents,
「十年前我每兩年換一次手機，有時一年一換；也能輕鬆買新進口車。現在連升級到稍好一點的二手車都很吃力，更別說新車。」