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Instead of perturbing each pixel in the input image at random, we can choose to dither by a predetermined amount depending on the pixel’s position in the image. This can be achieved using a threshold map; a small, fixed-size matrix where each entry tells us the amount by which to perturb the input value , producing the dithered value . This matrix is tiled across the input image and sampled for every pixel during the dithering process. The following describes a dithering function for a 4×4 matrix given the pixel raster coordinates :
Competitive analysis should inform your ongoing strategy. Monitor which sources AI models cite for queries where you want visibility. Analyze what makes those sources effective—is it their structure? Their level of detail? Their use of data and statistics? Their freshness? Understanding your competition's strengths helps you identify gaps in your own content and opportunities to differentiate through superior quality or unique angles.