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Hand-coded models can go much smaller (36 vs 311 trained) since they don't need to be discoverable by SGD
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Once you've identified target queries, the automated system tests them periodically—daily, weekly, or on whatever schedule makes sense for your monitoring needs. Each test queries the AI model with your specified prompt, captures the response, parses which sources were cited, and records whether your content appeared. Over time, this builds a database showing your visibility trends, how often competitors appear for the same queries, and which topics you're gaining or losing ground on.,这一点在搜狗输入法2026中也有详细论述
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