Prompting AI Image Tools to Depict Your Community
Describe clothing, setting, and activity, not identity labels, to get accurate community imagery from AI image and video tools.
Shluchim producing flyers and videos often need imagery that depicts their actual community. AI image and video tools frequently render Jewish subjects inaccurately, defaulting to generic or stereotyped depictions that do not match the community the material is for. A short thread worked out a durable, benign fix that has outlived any single tool: describe what is visible, the clothing, the setting, and the activity, rather than leaning on identity labels.
The representation problem
AI image models are trained on broad internet data and tend to render "Jewish" subjects with generic or stereotyped attire, sometimes head coverings that do not match a given community. For a shliach making a Shabbos-dinner flyer, the people in the image should look like the actual community the flyer is for, which is a plain accuracy problem, not a novelty.
The reliable technique
The lesson the thread landed on is ordinary prompt craft: specificity beats labels. Describe the scene concretely, the clothing, the hairstyle, the table, the activity, the mood, rather than naming a group and hoping the model guesses well. Concrete visual description is what you would give any illustrator, and it produces more accurate, more on-brand results than an identity label ever will.
One illustrative prompt the group settled on for a festive scene:
"A joyful Shabbat dinner: people gathered around a beautifully set table, women in modern modest dresses with hair visible and styled naturally, warm and elegant and festive."
The point is the level of concrete detail, not any particular wording. Naming the clothing, the hairstyle, and the setting tells the model exactly what to render, so it stops falling back on a generic default.
Why it generalizes
The lesson is tool-agnostic and has held up across successive image and video models. When a tool returns a generic or inaccurate depiction of your community, rewrite the prompt around attire, action, and scene, described concretely, rather than around an identity label. Sora itself was later discontinued, which is exactly why the takeaway is framed around the technique rather than any one product.
Related
- Flyer Design
- Image Generation
- Master Prompts, for ready-to-paste prompt blocks.
- Toolbox, for the current image and video tools.