Product Infographic Prompt: Build the Scene Around Text That Isn't There Yet

A product infographic prompt isn't the same as a prompt for a regular image, and the difference comes down to one thing: you're generating a scene for text that doesn't exist yet. Skip that step and your headline lands right on top of the product, and you end up redoing the whole slide.

Leave room before you describe anything

This is the first thing that goes into the prompt, and it matters more than describing the product itself.

Phrasing that actually works: "product shifted to the right third of the frame, left side empty," "product in the lower half, top area clear," "product centered with generous empty space around it."

The model doesn't read "infographic" the way you do. It won't leave space on its own unless you spell it out.

Describe the product itself

What it is, what it's made of, what color, what condition it's in.

If you already have a product photo, feed that in instead of writing a long description. Just tell the model to keep the object unchanged and build the scene around it.

Background and surface

A flat, solid background outperforms a busy one for text readability. Text just reads better on it.

Useful phrasing: "solid light background, no pattern," "soft gradient from light to slightly darker," "neutral surface close in tone to the product."

If you're producing a set of slides, keep this part identical across every prompt. It's the one thing holding the whole series together visually.

Lighting

Soft, diffused light reads better for infographics. Side light works if you need to bring out texture, but it comes with a catch for this use case: keep shadows out of the zone where text will sit. A direct line like "even lighting on the left side of the frame, no shadows" saves you a redo later.

I still haven't nailed down a reliable phrasing for side lighting. Sometimes the texture pops exactly right, sometimes a shadow creeps straight into the text zone, and I haven't found a formula that fixes it every time.

Tell the model what not to add

Left to its own devices, the model adds things nobody asked for: text, people, plants, dishware, logos.

Spell out the exclusions directly: no text, no lettering, no extra objects, no logos. The text part matters most. Leave it out and the model will try to write something on its own, which usually comes out as garbled, nonsense lettering instead of real words.

What happens after the scene is generated

Once the background is ready, text gets added on top in an editor. We covered why that's the better order in a separate piece on product infographics.

Good models for this kind of scene: Nano Banana for product shots with real texture, Flux 2 for cleaner graphic backgrounds, Z-Image when you need to run through layout variations fast.

If the text genuinely needs to live inside the generated image, use Ideogram 3.0 instead, and put the exact text in quotes in your prompt.

Common mistakes with product infographic prompts

People type "make this an infographic" and get an image that looks infographic-ish, with unreadable fake lettering baked in. An infographic gets assembled by a human; the model only gives you the base layer.

Forgetting to reserve empty space is the single most common reason people redo a generation.

Changing the background description between slides is another one. Do this and your whole series stops matching.

Not banning text explicitly leads to garbled fake letters that then need to be covered with a text box anyway.

Generating square when the listing needs a vertical frame. Set the aspect ratio up front, not after the fact.

We've covered prompt structure for images more broadly in a separate post, and if you need a whole catalog's worth of slides, Flami lets you batch them in one pass instead of generating one at a time.

FAQ

How is a product infographic prompt different from a regular one? It has to reserve empty space for text that comes later. The model won't do that on its own, so you describe the composition directly: where the product sits and which part of the frame stays open.

Should I ask the model to write the text on the slide? Usually not. It's more reliable to ban all text during generation and add it afterward in an editor. That way the font is yours to control, and edits don't require a new generation.

What background works best for infographics? Solid colors or a soft gradient. A busy background makes text harder to read and pulls attention away from the product.

How do I keep a series of slides visually consistent? Keep the background and lighting phrasing identical across every prompt, and only change the product and composition. A background description that drifts from slide to slide is the main reason a series ends up looking mismatched.

Sources

1. Flami: image prompt structure
2. Flami: infographics and text on product images
3. Flami: common beginner prompt mistakes