Most disappointing AI images don’t come from a bad AI model — they come from an incomplete prompt. A one-line description like “a woman in a city” leaves the model to guess at lighting, framing, mood, and style, and it will guess differently every single time.
The five ingredients of a reliable prompt
1. Subject — be specific. Not “a woman,” but “a woman in her 30s wearing a tailored beige coat.”
2. Style — editorial photography, 3D render, watercolor illustration — name it explicitly rather than assuming the model will infer it.
3. Lighting — golden hour, studio strobe, neon practical lights. Lighting does more to set mood than almost any other single word in your prompt.
4. Composition & camera — lens choice (35mm vs 85mm), depth of field, camera angle. These phrases push the model toward photographic realism instead of a generic illustrated look.
5. Technical settings — aspect ratio and, where supported, a negative prompt listing what to avoid (e.g. “blurry, extra fingers, low resolution”).
Putting it together
A prompt that includes all five elements will produce far more consistent results across regenerations than a short, vague one — even on the same AI model. This is exactly the structure we document on every Bee Prompts listing: full prompt, negative prompt, aspect ratio, lighting, and camera style, so you can see precisely what made the reference image work.