I kept getting AI to redesign my product instead of just photographing
<!-- SC_OFF --><div class="md"><p>Spent way too long fighting this: every time I asked an AI image tool to make a "premium ad" fro...
Structured JSON Schema
Use with automated API pipelines, LangChain, or custom image generators
{
"prompt": "<!-- SC_OFF --><div class=\"md\"><p>Spent way too long fighting this: every time I asked an AI image tool to make a "premium ad" from my product photo, it would quietly change something — open a sealed bottle, invent a new cap, add liquid dripping out of a jar that was never open in the first place. Turns out most people (including past me) write prompts that only describe the scene — lighting, background, mood — but never explicitly lock the product&;s physical state. The AI fills that gap with whatever looks "cool," and that&;s when your packaging quietly turns into a different product. The fix that actually worked for me: treat the reference photo as the single source of truth, and add one explicit rule before any creative direction: "If the product is closed in the reference, it stays closed. Contained liquid stays contained. Creative language like &;depth&; or &;energy&; never implies opening, pouring, or detaching anything." Sounds obvious once you see it, but almost no",
"model": "Claude 3.7 / GPT-4o",
"aspect_ratio": "1:1",
"category": "Commercial Product",
"content_type": "image_prompt",
"surface": "review",
"quality_score": 83,
"provenance": "COMMUNITY_PROMPT"
}
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