CHICKENPIE.By the end of this list, you'll be generating product shots and social graphics with Nano Banana Pro or Gemini 3 that pass the 2-second scroll test. That's the test the ChatGPT-6 Astra ad failed this week, and it torched the brand's whole launch.
You don't need a design degree. You need six habits. Steal them.
1. Write the prompt like a photo brief, not a wish list
Skip "a beautiful modern coffee shop ad." Give it subject, composition, action, location, and style in that order: "overhead shot of a ceramic mug on a walnut table, steam rising, morning light through a left window, shallow depth of field." Specific beats beautiful every time.
2. Add texture words on purpose
The uncanny-valley giveaway is skin and surfaces that are too clean. Drop in "visible pores," "uneven skin tone," or "slight perspiration" for people, and "micro-cracks," "dust on the edges," "fingerprint smudges" for products. One texture phrase per prompt is enough. More than that and the image gets noisy instead of real.
3. Lock your product with a reference image, not a redescription
If you're generating the same bag, mug, or logo across five scenes, don't retype the description each time. Feed the tool a reference image and ask it to place that exact object in a new scene. Retyped descriptions drift; reference images don't. This is how you keep a product looking like your product across a whole campaign.
4. Generate native to the platform, never crop after
A square Instagram post generated at 1:1 looks sharp. A 4:5 portrait cropped down to 1:1 looks like it's fighting its own frame, with hands and edges warping at the seam. Set your aspect ratio before you generate, not after in Canva.
5. Run the "would a human notice" test before you post
Zoom to 200% on hands, text, and where two objects touch. That's where AI tools still fumble: six fingers, gibberish label text, a shadow going the wrong direction. Catching it here costs you ten seconds. Catching it in the comments costs you the whole launch.
6. Pick the model for the job, not the hype
Nano Banana (base) is for fast edits and quick drafts. Nano Banana Pro is for anything with text in it, like labels, signage, price tags, because it actually renders legible type. Imagen-family models are your default for clean, straightforward product-on-white shots. Match the tool to the task instead of defaulting to whatever's trending on your feed.
If you get stuck: the fix for almost every "looks fake" complaint is steps 2 and 5. Add one texture detail, then zoom in and check the seams before you ship.
None of this is about hiding that you used AI. It's about not making the viewer do the work of noticing. The Astra ad didn't get dragged because it was AI. It got dragged because the hands were wrong and nobody caught it before launch. Six habits, ten seconds each, and that's not your launch.
Next up: we'll build a full campaign — five scenes, one product, zero redrawing — using the reference-image trick from tip 3.
