AI for Campaign Planning, Segmentation, and Message Testing

How to use AI to support campaign planning, audience segmentation, and message testing without turning strategy into generic automation.

March 16, 2026 · 5 min · Michelle
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When 256 Dimensions Pretend to Be 16: The Quiet Overengineering of Vision-Language Segmentation

A prompt is usually a small thing. “White dog.” “Person in a blue jacket.” “Cup on the table.” Nobody hears these phrases and thinks: excellent, time to deploy a large general-purpose language encoder. Yet that is often what modern vision-language segmentation systems do. The visual model may be carefully optimized. The deployment team may obsess over image encoder latency, GPU memory, and batch size. Then the text side sits there, inherited from a larger foundation model stack, quietly burning capacity to understand what is often a noun phrase with a color adjective attached. Very sophisticated machinery, bravely parsing “red car.” Heroic. ...

February 13, 2026 · 15 min · Zelina

Segment Anything (SAM ViT-H)

A powerful image segmentation foundation model from Meta AI capable of generating high-quality object masks for almost any image with minimal prompts.

1 min