Image-generation models, prompt strategy, and the systems behind the brands shipping the most on-brand ads in 2026. New articles every week.
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We tested Google's Nano Banana, OpenAI's GPT-Image-1, and ByteDance's Seedream 4 on 200 real e-commerce product shots. Here's which AI image model wins for ads — and why.
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We pushed Flux 1.1 Pro through 500 e-commerce product photos to see how it handles texture, lighting, and identity. Here's where it shines — and where it still drifts.
Prompt engineering was a 2023 trick. In 2026, brands win by encoding their visual identity once and letting AI route every creative through it. Here's the new playbook.
OpenAI's Sora 2 and Google's Veo 3.1 are now both production-grade for ad creatives. We tested both on 80 image-to-video conversions — here's which wins for which use case.
A reference architecture for testing 200+ ad variations a week without burning your media budget. Brand DNA, multi-model routing, and the metrics that matter.