GPT Image 2 vs Stable Diffusion 3: When Each Wins
The open model versus the closed one. When Stable Diffusion 3 still wins on fal.ai, when GPT Image 2 is the right call, and how to run both from the same key.
Every GPT Image 2 post, filterable by category, sortable by date, searchable by keyword.
The open model versus the closed one. When Stable Diffusion 3 still wins on fal.ai, when GPT Image 2 is the right call, and how to run both from the same key.
A prompt pattern for believable infographics with real labels, numbers, and structure, that survives being zoomed into at 2x.
A prompt pattern for literary and non-fiction covers that look like they came out of a publishing house, not a mood board.
The pipeline pattern a 10,000 follower brand uses to ship three visual posts a day on every platform at a per-asset cost under $0.10.
Nine months after GPT Image 1.5, the follow-up shows up on LM Arena under a tape-themed codename. Here is what is different, what is the same, and what you can reason about today versus what is still rumor.
A working theory of why text is hard for diffusion models, what the leaked GPT Image 2 benchmarks actually mean, and how to prompt for text today on GPT Image 1.5 so your pipeline survives the upgrade.