I've been testing AI image prompts across Midjourney, Flux, and SDXL for a while and noticed a pattern: certain words consistently degrade output quality in ways that aren't immediately obvious.

Three that I've found most damaging:

"Beautiful" — Every image the model generates is technically "beautiful" by some interpretation, so the word adds almost no directional information. Replace with the specific quality you actually want: "sharp facial features," "dramatic chiaroscuro lighting," "perfectly balanced composition."

"Realistic" — Models have an enormous range of interpretations for "realistic." This is why you'll sometimes get a hyperrealistic photo and sometimes a realistic-but-still-painterly output from the exact same prompt. Replace with the source material you want the model to emulate: "DSLR photography," "studio product shot," "documentary photograph."

"Epic" — This word tends to create a kind of genre-average output — a blurry blend of fantasy game cover art, movie poster, and stock photography. It's a mood descriptor with no compositional meaning. Replace with the actual compositional qualities you want: "hero centered in frame against storm clouds, low-angle shot, rim lighting."

The unifying issue is that these words are high-entropy: they could mean dozens of different things, so the model averages across interpretations rather than committing to one.

The fix isn't necessarily longer prompts. It's replacing mood words with vocabulary that has a narrower interpretation space — photography terms, art direction language, material descriptions.

Happy to share more specific replacements if there are categories people are stuck on.

Discussion Prompt:

Are there words you've found that consistently hurt your prompts? I'm curious whether this is universal across models or whether it's model-specific

Some personal favs. All images here were made in 2024 using Bing.

The web version of Bing has disabled DALL-E 3. However, it will remain available in the Bing app for a few more days.

[ Removed by Reddit on account of violating the content policy. ]

Just cleaning up some digital clutter this weekend and found these Dall-E images. The properties tell me they are from November 2022.

TBH, I forgot that Dall-E exists until today. I'm sure it's vastly improved as the hundreds of other image generators are.

One image is a photograph and the other was made in ChatGPT (based on a description of the photograph). Can you tell which one is the photograph and which one was made by AI?

Dalle 3 is now officially GONE.

All images here were made in 2023 using bing ai image generator. I mainly use Google Gemini nowadays but looking back bing can make good images even in 2023.

Dalle 3 is the best nothing compares I cannot go without it cmon 😭😭

Hello, I’ve been using what I believe is an early version of Dall-e (dalle-2?) through an app to create very natural, looking images, such as the above. It would generate 4 different images based on my prompt, each one different and unique.

I understand that the Dall-e model is now no longer available and was wondering if anyone could suggest ANY other model etc to create more random/ natural looking outcomes? It seems even with the other models, no matter what prompt I do nothing compares to the style I’m looking for… ANY help would be so appreciated!

prompt: for new gpt image: https://openai.com/index/dall-e-2/ create me a dall-e-2 image of [insert prompt] make sure its a dall-e-2 style image

once done ask if it looks like dall-e-2 if it says it's not good ask it to make it more dall-e-2 style

DALL-E 3 has continued to work on Bing Image Creator after May 12, but I just noticed today the attached banner at the top of the screen saying it's going away in the coming weeks. It's nice your images will stay in "My Creations." They say they're working on a dedicated replacement for DALL-E 3, I wonder what that will be, something Microsoft created themselves like the MAI model?

Instead of prompting for specific background or environment, what would you guys do about this, do you use loras for these or prompt a generic filler like "lively background" or specific like "shelves filled with books". What works good for you?

I want the chaotic editing process that early DALLE 2 had where you try to select something and it hallucinates random objects into the frame. Bring back the dreaming machines. Let AI hallucinate a little

Now that Dalle-2 has officially been taken offline (sadly), what have you always wanted to see from it?

Just one thing, or a whole prompt?

Feel free to share it here.

Aren't we now officially past the May 12th "we are killing Dalle 3" deadline? I'd been wondering whether Microsoft would keep it alive. Dare we hope?