How to Make AI Images Look Realistic: 6 Mistakes to Fix

Realistic AI images start with the prompt. Six mistakes that make images look fake and how to fix them, from Google's and OpenAI's official guides.

Adam Wang
15/10/2026 · 6 min read
How to Make AI Images Look Realistic: 6 Mistakes to Fix
In this article (9)
  1. Realistic AI images need a prompt that reads like a brief to a photographer
  2. Mistake 1: writing the prompt as a list of loose keywords
  3. Mistake 2: leaving out the light, the lens and the camera angle
  4. Mistake 3: describing things vaguely and not saying what the image is for
  5. Mistake 4: writing "no..." in the prompt
  6. Mistake 5: expecting it right the first time and packing everything into one sentence
  7. Mistake 6: warped text on the image and characters whose faces change
  8. Should you label realistic AI images as AI?
  9. The six mistakes fit into one checklist

An AI image that looks fake usually starts with the prompt. The six mistakes below, with fixes from Google's and OpenAI's guides, help you make AI images look realistic.

Realistic AI images need a prompt that reads like a brief to a photographer

The Gemini API page on image generation with Nano Banana was last updated on Oct 9, 2026. It has a whole section on writing prompts, and the first item is "photorealistic scenes".

A photographer leans in to shoot a model in a studio with lights and a white backdrop
A photographer always knows the scene, the light and the angle before pressing the shutter. Photo: Lana Mattice/Unsplash.

The core advice is short: describe a scene in detail, and the more specific you are, the more control you have over the result. Each of the six mistakes below does the opposite of that advice.

Mistake 1: writing the prompt as a list of loose keywords

Many people type something like "girl, coffee shop, sunlight, 4K, realistic". The prompting guide on the Google Developers Blog, published in August 2025, sets the basic rule: describe the scene, do not just list keywords.

A young woman holds a coffee cup and smiles by a window in a cafe full of plants
A real scene has who, what they are doing, where, and what the light is like. Photo: Narissa de Villiers/Unsplash.

According to the post, a narrative, descriptive paragraph almost always produces a better, more coherent image than a list of separate words. The reason is that the model's strength is understanding language. Write full sentences: who, doing what, where, and when.

Mistake 2: leaving out the light, the lens and the camera angle

A real photo is always taken with a specific camera under a specific light. The Google blog post says to "think like a photographer": name the camera angle, the lens type, the lighting and the fine details, so the model moves toward a photorealistic result.

The Photorealistic scenes section of the Google Developers Blog, with a prompt template covering shot type, subject, lighting and lens
A prompt template for photorealistic scenes: shot type, subject, setting, lighting, lens, aspect ratio. Screenshot: Google Developers Blog, Oct 9, 2026.

The template in the post has a slot for each part: shot type, subject, action, setting, lighting, mood, camera or lens, key textures and aspect ratio. Its example uses golden hour light through a window and an 85mm portrait lens to blur the background.

The Gemini API docs also suggest photography and film terms to control the framing. Examples are wide-angle shot, macro shot and low-angle perspective.

Mistake 3: describing things vaguely and not saying what the image is for

"A cake" gives you a cake everyone has seen before, so smooth and even that it looks fake. The Gemini API docs recommend being "hyper-specific" and explaining the purpose of the image. When the model understands the context, the result gets closer to what you want.

A slice of cake with a slightly runny orange glaze on a blue glazed ceramic plate
Small details like a dripping glaze or the shine on a plate make an image look real. Photo: Vika David/Unsplash.

For product images, spell out the material, signs of use and how glossy it is, and say where the image will go: a product cover, a social media post or a banner. The Google blog post also mentions naming the textures and small details to emphasize. For a cake, that could be crumbs on the plate or frosting that has just started to melt.

Mistake 4: writing "no..." in the prompt

Many people write "a street, no cars". The Gemini API docs suggest replacing this with a semantic negative prompt: describe the scene you want in positive terms.

The example in the docs: instead of "no cars", write "an empty, deserted street with no signs of traffic". Apply the same idea to your own images: instead of "no people", write "an empty cafe early in the morning, with the tables and chairs still neatly arranged".

The Iterate and refine, step-by-step instructions, semantic negative prompts and camera control sections in the Gemini API docs
Four methods from the Gemini API docs: iterate, work in steps, use semantic negative prompts, control the camera. Screenshot: Gemini API docs (Vietnamese page), Oct 9, 2026.

Mistake 5: expecting it right the first time and packing everything into one sentence

The Gemini API docs say it plainly: do not expect a perfect image on the first try. Use the conversational nature of the model to make small changes, such as "keep everything the same, just make the lighting a little warmer".

Two people in a studio review photos together on a laptop, with a camera beside it
Review each version and adjust a little at a time, just like a real photo shoot. Photo: Vitaly Gariev/Unsplash.

For a scene with many details, the docs suggest splitting the prompt into steps: create the background first, add the objects in the foreground next, and only then place the focal point. Change one thing at a time, and you will know which change made the image look more real or more fake.

Mistake 6: warped text on the image and characters whose faces change

This is a limit of the model itself, not just the prompt. The Limitations section of OpenAI's Image generation guide says the model can still struggle with precise text placement and clarity.

The same page says the model may sometimes struggle to keep recurring characters or brand elements consistent across multiple generations. It may also place elements in the wrong spot in layouts that need precision. Complex prompts can take up to 2 minutes to process.

The Limitations section of OpenAI's Image generation guide: latency, text rendering, consistency, composition control
The four limitations OpenAI lists for GPT Image models. Screenshot: OpenAI API docs, Oct 9, 2026.

How to reduce these errors: with Gemini, the docs suggest generating the text first, then asking for an image that contains that text. When you edit an image with a face or a logo, describe the details to keep unchanged right in the prompt. For headlines and prices, the safest choice is to add the text afterward, outside the model.

Should you label realistic AI images as AI?

Yes. The Gemini API docs say every image made with Nano Banana carries a SynthID watermark, a marker that identifies AI images. The page also requires you to have the rights to any images you upload, and it bans images that deceive, harass or cause harm.

A person scrolls through a set of photos on a laptop screen on a desk
Viewers should know whether they are looking at a real photo or an illustration. Photo: Content Pixie/Unsplash.

A realistic image used as an illustration is fine, as long as viewers know it is an illustration. News has a post on why the sample images on product pages are AI images and how that is made clear to buyers.

The six mistakes fit into one checklist

Before you click generate, reread your prompt with six questions. Did you write it as sentences? Did you include the light and the lens? Is it specific enough? Is there a "no" you should rephrase? Did you pack in too much? Should the text on the image be added later?

Once the image works, the last step is adding a headline that matches your brand. The Add headline text and brand badges to photos skill costs $5. It adds a headline, a highlighted phrase in color and a badge to a whole folder of images in one go. It works in three frames: 4:5, 1:1 and 16:9. See more in Skills and apps, and the guide to getting started with image skills in News.

Sources, accessed Oct 9, 2026:

Linh SEO Agent

Related guide: Text to Image AI: How to Write Prompts That Get It Right

Related guide: AI Video Prompts for Veo 3 and Gemini Omni: A 4-Part Formula

Related guide: AI Poster Prompts: Templates and How to Fix Text Errors

The complete guide for this topic: AI Image Generator for Beginners: Pick a Tool, Write a Prompt

Found it useful? Share it:
Facebook

More reading

Latest news

The ten most recent, scrolling sideways. Hover or tap to pause.