Prompt Library

Prompts That Turn Stable Diffusion Into Your Personal Artist

23 copy-paste prompts

23 tested Stable Diffusion prompts with style modifiers, quality tags, and negative prompts. From photorealism to anime, get professional results on the first generation.

In short: This page contains 23 copy-paste ready prompts, organized into 5 categories with a description and pro tip for each. The first 5 prompts are free instantly, no signup needed. Hand-curated and tested by the AI Academy team.

Louis Corneloup
By Louis Corneloup · Founder, Techpresso
Last updated ·Hand-curated & tested by the AI Academy team

Photorealistic Portraits

5 prompts

Cinematic Portrait with Natural Light

1/23

✨ What it does

Stable Diffusion generates a cinematic golden-hour portrait of a [age] year old [ethnicity] [man/woman] with [hair description], like an 85mm photograph. Fill every bracket with your real person, then keep the frame with natural skin.

portrait of a [age] year old [ethnicity] [man/woman] with [hair description], golden hour natural sunlight, shot on Canon EOS R5, 85mm f/1.4 lens, shallow depth of field, film grain, cinematic color grading, warm tones, soft bokeh background, professional photography, 8k uhd Negative: cartoon, anime, painting, illustration, deformed, bad anatomy, extra fingers, blurry, lowres, watermark

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Pro tip: Specifying an actual camera and lens model produces more photorealistic results than generic "realistic photo" tags.

Editorial Fashion Photography

2/23

✨ What it does

Stable Diffusion generates a high-contrast editorial fashion shot of a model in [outfit description], with dramatic rim light on black, in a magazine style. Describe a real outfit, then pick the take that still looks photographed to you, not painted.

editorial fashion photograph of a model wearing [outfit description], studio lighting with dramatic rim light, high contrast, Vogue magazine style, shot by Annie Leibovitz, black background, haute couture, fashion editorial, professional retouched, 8k resolution Negative: casual, amateur, blurry, deformed face, extra limbs, oversaturated, cartoon, anime

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Pro tip: Naming specific photographers (Annie Leibovitz, Peter Lindbergh, Mario Testino) guides the style more precisely than generic descriptors.

Environmental Portrait

3/23

✨ What it does

Stable Diffusion generates a documentary environmental portrait of a [profession] in their workspace, with weathered hands and window light on film-like color. Name the job, then keep the face that looks tired and real to you, not posed.

environmental portrait of a [profession — blacksmith, fisherman, chef, mechanic] in their workspace, weathered hands, authentic expression, natural ambient light from window, gritty documentary style, shot on medium format film, Kodak Portra 400 color palette, storytelling photograph Negative: posed, fake smile, studio lighting, clean, polished, cartoon, anime

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Pro tip: Adding film stock names (Kodak Portra, Fuji Velvia, Ilford HP5) drastically changes the color palette and mood.

Dramatic Black and White

4/23

✨ What it does

Stable Diffusion generates a black-and-white studio portrait with deep Rembrandt shadows and film grain of [subject description]. Write a clear subject, then keep the frame with the sharpest gaze you got.

black and white portrait, dramatic chiaroscuro lighting, deep shadows, Rembrandt lighting pattern, [subject description], intense gaze, studio portrait, shot on Hasselblad, Ilford Delta 3200 film grain, fine art photography, high contrast monochrome Negative: color, flat lighting, soft, cartoon, lowres, watermark

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Pro tip: Specifying the lighting pattern (Rembrandt, butterfly, split, loop) gives precise control over where shadows fall.

Headshot for Professional Use

5/23

✨ What it does

Stable Diffusion generates a clean corporate headshot of [subject description] with a warm smile, soft studio light, and a neutral backdrop. Fill in who it is, then use the sharpest eyes if you still want a LinkedIn-style photo.

professional corporate headshot, [subject description], warm genuine smile, clean neutral background, soft studio lighting, business attire, approachable expression, LinkedIn profile photo style, shot with 85mm portrait lens, natural skin texture, professional retouching Negative: harsh shadows, dramatic lighting, casual clothes, outdoor, blurry, deformed, cartoon

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Pro tip: For professional headshots, less is more. Avoid dramatic modifiers — the goal is approachable, competent, and authentic.

Fantasy & Concept Art

5 prompts

Epic Fantasy Landscape

6/23

✨ What it does

Stable Diffusion paints a vast fantasy landscape of floating islands, glowing ruins, and waterfalls in golden mist, like epic concept art. Generate a few, then crop the scale you want for a wallpaper or mood board.

vast fantasy landscape, floating islands above clouds, ancient ruins overgrown with luminescent plants, waterfalls cascading into mist, dramatic volumetric lighting, golden hour, concept art by Craig Mullins, matte painting, epic scale, atmospheric perspective, 8k detailed Negative: modern buildings, cars, realistic photo, lowres, blurry, text, watermark

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Pro tip: Craig Mullins, Sparth, and Noah Bradley are strong concept art style references. Combining artist names averages their styles.

Character Design Sheet

7/23

✨ What it does

Stable Diffusion builds a character design sheet of [character description] with front, side, and back views on white, including clothing and armor. Specify the character, then use the cleanest turnaround as your reference.

character design sheet, [character description — warrior elf, cyberpunk rogue, steampunk inventor], multiple views, front view, side view, back view, detailed armor/clothing design, clean white background, concept art, character turnaround, professional game art style, detailed line work Negative: messy background, single pose only, blurry, lowres, multiple characters, watermark

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Pro tip: Add "white background, character sheet, turnaround" to strongly guide the multi-view layout. Without these, you'll get a single pose.

Magical Creature Design

8/23

✨ What it does

Stable Diffusion designs a plausible fantasy [creature description] with detailed texture and a dynamic pose, in game-concept quality. Name the creature, then keep the anatomy that still looks to you like it could move.

fantasy creature concept art, [creature description — crystal dragon, shadow phoenix, bioluminescent deep sea leviathan], anatomically plausible, detailed scales/feathers/skin texture, dynamic pose, dramatic lighting, creature design for AAA game, digital painting, artstation quality Negative: cute, cartoon, chibi, lowres, blurry, text, simple, flat colors

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Pro tip: "Anatomically plausible" is key — it pushes the AI to create creatures that feel like they could exist, not random shape mashups.

Magic Spell Effect

9/23

✨ What it does

Stable Diffusion shows a [type of magic] spell in motion, with particles, a [color] glow, runes, and a dark dramatic backdrop. Pick the element and color, then keep the shot with the strongest motion you like.

[type of magic — fire, ice, lightning, healing, dark] spell being cast, swirling magical energy, particle effects, [color] glow, dynamic action pose, magical runes floating in air, dramatic dark background, VFX concept art, game art style, highly detailed magic effects Negative: static, boring, no effects, simple, lowres, blurry

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Pro tip: Describe the magic's color, movement pattern, and emotional quality. "Aggressive crackling red lightning" generates differently from "gentle spiraling blue healing mist."

Ancient Temple Interior

10/23

✨ What it does

Stable Diffusion renders an ancient temple interior of rune-carved columns, a golden light shaft, fog, and a tiny human for scale. Generate once more if the figure vanishes, then keep the atmosphere you would hang as art.

interior of an ancient temple, massive stone columns covered in glowing runes, shaft of golden light through ceiling, overgrown with mystical plants, ceremonial altar in center, atmospheric fog, dramatic scale showing tiny human figure for reference, detailed stone carvings, fantasy concept art Negative: modern, clean, bright, outdoor, cartoon, lowres

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Pro tip: Adding a "tiny human figure for scale" is a concept art trick that immediately communicates the massive scale of the environment.

Anime & Illustration

5 prompts

Anime Character Portrait

11/23

✨ What it does

Stable Diffusion draws an anime portrait with [hair color] [hair style], [eye color] eyes, and [outfit description], looking at the viewer. Fill the look you want, then discard hands or faces that break.

1girl/1boy, [hair color] [hair style], [eye color] eyes, [outfit description], detailed face, looking at viewer, soft lighting, cherry blossom petals falling, beautiful detailed eyes, anime masterpiece, best quality, highly detailed, illustration Negative: lowres, bad anatomy, bad hands, extra fingers, fewer fingers, cropped, worst quality, low quality, jpeg artifacts

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Pro tip: Anime models (like Anything V5, Counterfeit) respond to specific quality tags. "masterpiece, best quality" dramatically improves output quality.

Studio Ghibli Inspired Landscape

12/23

✨ What it does

Stable Diffusion paints a lush countryside of wildflower hills, a red-roof cottage, and a dirt path in warm watercolor light. Leave the pastoral calm, then save the softest summer frame for your desktop.

lush green countryside, rolling hills covered in wildflowers, fluffy white cumulus clouds, small cottage with red roof, winding dirt path, warm sunlight, peaceful pastoral scene, Studio Ghibli style, Hayao Miyazaki, watercolor texture, hand painted feel, soft colors, nostalgic summer day Negative: dark, gritty, urban, modern, realistic, photograph, harsh

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Pro tip: Ghibli landscapes are defined by their emotional warmth, not just visual style. Include mood words like "peaceful, nostalgic, warm" alongside visual descriptors.

Dynamic Action Scene

13/23

✨ What it does

Stable Diffusion draws [character description] in a dynamic action pose with [weapon/power] in motion, speed lines, and a low dramatic angle. Name the fighter and the move, then keep the pose that still reads to you at a glance.

[character description] in dynamic action pose, [weapon/power] in motion, speed lines, energy effects, dramatic angle from below, wind-blown hair and clothes, debris flying, intense expression, anime action scene, sharp detailed linework, vibrant colors, shonen manga style Negative: static, standing still, boring pose, lowres, blurry, bad anatomy

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Pro tip: "Dramatic angle from below" (worm's eye view) immediately adds impact to action scenes. Camera angle is one of the most powerful composition tools.

Cozy Interior Scene

14/23

✨ What it does

Stable Diffusion paints a cozy anime room at evening, with lamp light, a cluttered desk, a sleeping cat, and rain on the window. Generate a couple, then keep the lived-in clutter that feels like your kind of night in.

cozy anime room interior, warm lamp light, cluttered desk with books and tea, cat sleeping on chair, rain outside window, soft shadows, lived-in comfortable space, slice of life anime aesthetic, detailed background art, evening atmosphere, warm color palette Negative: empty, clean, sterile, bright fluorescent, outdoor, harsh lighting

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Pro tip: Details make cozy scenes work: specific objects (a half-finished cup of tea, a cat, rain on windows) create atmosphere better than generic "cozy" descriptors.

Watercolor Book Illustration

15/23

✨ What it does

Stable Diffusion paints [scene description] as a soft watercolor storybook illustration with bleeding color and a warm pastel palette. Describe the scene, then use the gentlest version on a card or print of your own.

[scene description], watercolor painting style, soft edges, visible brush strokes, splashes of color bleeding into paper, children's book illustration, whimsical and dreamlike, delicate linework, warm pastel palette, storybook art, gentle and magical atmosphere Negative: sharp, digital, photorealistic, dark, gritty, harsh colors, anime, 3D render

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Pro tip: "Visible brush strokes" and "color bleeding into paper" push the output toward traditional media aesthetics rather than digital perfection.

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Architecture & Environments

5 prompts

Futuristic Cityscape

16/23

✨ What it does

Stable Diffusion builds a sunset cyberpunk skyline with neon towers, wet streets, flying cars, and orange-purple fog. Generate wide, then crop to the street or the skyline your scene needs.

futuristic metropolis skyline at sunset, neon-lit skyscrapers, flying vehicles, holographic advertisements, wet streets reflecting neon lights, cyberpunk atmosphere, Blade Runner inspired, volumetric fog, dramatic sky with orange and purple gradients, cinematic wide shot, ultra detailed, 8k Negative: rural, empty, ancient, cartoon, lowres, daytime only, flat

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Pro tip: Wet surfaces and reflections add visual complexity and realism to any urban scene. Adding "wet streets" is a small change with huge impact.

Abandoned Architecture

17/23

✨ What it does

Stable Diffusion shows an abandoned [building type] being reclaimed by vines, broken windows, and sun through a collapsed roof. Name the building, then keep the decay that still looks beautiful to you, not muddy.

abandoned [building type — hospital, theater, mansion, church], nature reclaiming the structure, vines growing through broken windows, sunlight streaming through collapsed roof, moss and ferns covering floor, dust particles in light beams, post-apocalyptic beauty, detailed decay, architectural photography style Negative: clean, maintained, people, modern, cartoon, bright and cheerful

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Pro tip: The contrast between architectural grandeur and organic decay is what makes these images compelling. Choose buildings that were once impressive.

Cozy Cabin in the Woods

18/23

✨ What it does

Stable Diffusion generates a small wooden cabin in an autumn forest at twilight, with warm windows, chimney smoke, and a leaf-covered path. Run a few seeds, then keep the most inviting light in the windows for you.

small wooden cabin in autumn forest, warm light glowing from windows, smoke rising from stone chimney, fallen leaves covering path, pine trees surrounding, twilight sky with first stars, cozy inviting atmosphere, detailed wood texture, landscape photography, peaceful and isolated Negative: large building, modern, urban, crowded, harsh lighting, summer, cartoon

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Pro tip: Warm window light against a cool exterior creates the visual contrast that makes cabin scenes feel inviting. It's the light, not the cabin, that creates the mood.

Underwater Scene

19/23

✨ What it does

Stable Diffusion generates a clear coral-reef scene with sun rays, tropical fish, a sea turtle, and rich underwater color. If the water goes murky, generate again, then keep the sharpest marine life you got.

underwater coral reef scene, sunlight rays penetrating crystal clear water, colorful tropical fish school, vibrant coral formations, sea turtle swimming through, god rays from surface, teal and aquamarine color palette, underwater photography, National Geographic quality, detailed marine life Negative: murky, dark, surface level, dry, cartoon, lowres, text

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Pro tip: Light behavior underwater (god rays, color absorption, caustics) is what makes these scenes feel real. Specify "sunlight rays penetrating water" explicitly.

Minimal Architectural Photography

20/23

✨ What it does

Stable Diffusion shoots minimal architecture in [building material] with harsh sun, long shadows, and lots of empty space. Name the material, then keep the geometric frame you would put in a gallery.

minimalist architecture photography, clean geometric lines, [building material — concrete, glass, white marble], dramatic shadows from harsh sunlight, strong leading lines, abstract geometric composition, negative space, modernist building, shot on medium format camera, architectural digest style Negative: cluttered, decorative, ornate, nature, people, busy, cartoon

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Pro tip: Minimalism in architecture photography is about what you leave out. The negative prompt is as important as the positive prompt for this style.

Product & Commercial

3 prompts

Product Photography on Marble

21/23

✨ What it does

Stable Diffusion shoots [product description] on white marble with soft studio light, clean shadows, and a luxury ad look. Name the product, then use the cleanest hero shot for your mock-up.

professional product photography, [product description — perfume bottle, skincare jar, watch, sunglasses] centered on polished white marble surface, soft directional studio lighting, subtle shadows, clean and luxurious aesthetic, commercial advertisement, shot with macro lens, shallow depth of field, reflections on marble, premium brand feel, 8k product photo Negative: messy background, cluttered, outdoors, low quality, blurry, cartoon, hands, text, watermark

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Pro tip: Surface material (marble, wood, concrete, fabric) dramatically changes the product's perceived market position. Marble says luxury; raw wood says artisanal; concrete says industrial.

Flat Lay Composition

22/23

✨ What it does

Stable Diffusion arranges a flat lay of [items] on [surface], shot from above with soft window light and open space. List the objects, then keep the layout you would actually photograph for a post.

flat lay photography from directly above, [items — coffee cup, notebook, pen, dried flowers, reading glasses, vintage camera] arranged on [surface — linen tablecloth, weathered wood table, kraft paper], aesthetically composed with intentional negative space, soft natural window light, lifestyle blogger aesthetic, Instagram-worthy, warm color palette, detailed textures Negative: 3D perspective, angled shot, cluttered, dark, harsh shadows, neon, cartoon, blurry

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Pro tip: The arrangement should feel casually intentional — not randomly scattered, but not rigidly geometric either. Include 5-7 objects maximum for clean composition.

Food Photography Hero Shot

23/23

✨ What it does

Stable Diffusion shoots [dish description] as a dark, moody hero plate with side light on steam, shallow focus, and visible garnish. Name the dish, then keep the frame that still looks like food you would order.

professional food photography, [dish description — steaming ramen bowl, rustic sourdough bread, chocolate lava cake with raspberry], dramatic side lighting creating steam highlights, shallow depth of field, rich saturated colors, dark moody background, restaurant menu quality, garnish details visible, food styling with [herbs, sauce drizzle, crumb texture], shot on 100mm macro lens Negative: bright flat lighting, bird's eye view, plastic looking food, cartoon, lowres, artificial, blurry, text

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Pro tip: Side lighting is the secret to food photography — it creates depth through shadows and highlights steam, texture, and liquid glossiness. Never use flat front-lighting for food.

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Frequently Asked Questions

Stable Diffusion is an open-source AI image generation model originally developed by Stability AI. Unlike Midjourney (which runs through Discord) and DALL-E (which runs through OpenAI's interface), Stable Diffusion can be run locally on your own computer with a capable GPU, giving you complete control over the generation process, no usage limits, and no content restrictions. The key advantages: it's free (no subscription), highly customizable (thousands of community-created models and extensions), and can be fine-tuned on specific styles or subjects. The main disadvantage: it requires more technical setup than cloud-based alternatives, and the base model may produce lower quality results than Midjourney without additional models and configurations. For most users, the AUTOMATIC1111 or ComfyUI interfaces make Stable Diffusion accessible without coding knowledge. The prompts on this page work with SDXL and SD 1.5 models, though results will vary by model.
Negative prompts tell Stable Diffusion what you do NOT want in the image. They're equally important as positive prompts — possibly more so. Without negative prompts, Stable Diffusion may generate common artifacts: extra fingers, deformed faces, blurry areas, watermarks, or unwanted style elements. Standard negative prompts for most use cases include: "lowres, bad anatomy, bad hands, extra fingers, fewer fingers, cropped, worst quality, low quality, jpeg artifacts, watermark, text, blurry." Style-specific negatives are also crucial: if you want photorealism, add "cartoon, anime, painting, illustration" to negatives. If you want anime, add "realistic, photograph, 3D render" to negatives. Think of negative prompts as the boundaries that shape your positive prompt. The positive prompt says "go here." The negative prompt says "not there, there, or there." Both are needed for precise results.
Several techniques consistently improve results. First, use quality tags: "masterpiece, best quality, highly detailed, 8k uhd" for general improvement. Second, specify lighting explicitly: "golden hour sunlight, volumetric lighting, rim light, soft diffused light" — lighting defines mood more than any other element. Third, reference specific artists, photographers, or styles: "in the style of Greg Rutkowski, concept art, artstation" guides the aesthetic powerfully. Fourth, include camera and lens information for photorealistic images: "shot on Canon EOS R5, 85mm f/1.4" adds photographic realism. Fifth, iterate: generate multiple images, identify what's working, and refine your prompt based on results. Sixth, use prompt weighting: (important element:1.3) emphasizes specific parts. Seventh, always use negative prompts to exclude unwanted elements. The single biggest improvement most people can make: be more specific. "Beautiful landscape" produces generic results. "Misty alpine valley at dawn, first light hitting snow-capped peaks, pine forest in foreground" produces art.
The Stable Diffusion ecosystem includes thousands of specialized models. For photorealism: Juggernaut XL, RealVisXL, and epiCRealism are among the most popular SDXL models. For anime and illustration: Animagine XL, Counterfeit, and Anything V5 excel at anime-style generation. For general artistic quality: DreamShaper XL and SDXL base with refinement produce strong results across styles. For concept art and fantasy: models fine-tuned on specific artist styles or trained on artstation data (like RPG models) work well. You can find and download these models from Civitai.com, which is the largest community repository. When choosing a model, check the example images on the model page — they show the model's strengths and optimal prompt style. Each model responds slightly differently to prompts, so the same prompt may need adjustment when switching models. The prompts on this page are written to work broadly, but optimizing for your specific model will produce better results.

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