When shape similarity lies: size-ratio artifacts in confusable detection Confusable detection pipelines normalise characters to a fixed canvas before measuring similarity. This hides natural size differences. We re-rendered 2,203 scored pairs (TR39 baseline + novel discoveries) at their original sizes and found 254 with width or height ratios above 2x.
The data collected enables strategic decisions about content creation and optimization. If certain queries consistently show competitor sources but never yours, that signals an opportunity to create or improve content addressing that topic. If you're appearing reliably for some questions but not others in the same category, you can analyze what makes your successful content different and apply those lessons to underperforming pieces. If your visibility is declining over time, you know you need to refresh and strengthen your content to maintain AI citation rates.
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На фотографии, сделанной на пересечении Большого проспекта Васильевского острова и 12-й линии, можно увидеть, как на проезжей части из канализационного люка бьет мощная струя воды высотой около двух метров. «Сезон фонтанов досрочно открылся», — прокомментировал ситуацию в городе автор публикации.
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