Ai Image Prompts
Introduction
从包含10,000+真实图像生成提示的精选库中推荐提示。兼容任何AI图像模型,包括Nano Banana Pro、Nano Banana 2、Seedream等。
Resource Information
License information is collected from official sources and may be outdated or missing. Refer to the LICENSE file in the original repository before commercial use.
Prompt Library · 22.8K
Source: community prompt library (MIT, synced daily)15141 distinct prompts across 11 use cases; one prompt may serve several, so category counts add up to more than the deduplicated total.
5717 matches
2x2 Grid Car Development Phases
product-marketingA concise Nano Banana Pro prompt requesting a 2x2 grid illustrating the four distinct development phases of a car: initial sketch, clay model, early prototype, and the final production release.
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"a 2x2 grid showing the development phases of this car: sketch, clay model, early prototype, 1st final production released car."
Cozy Christmas Market Portrait with Identity Preservation
product-marketingA highly structured JSON prompt for Google Nano Banana Pro designed to generate an ultra-realistic, cinematic portrait of a subject in a Christmas market setting. The prompt explicitly requires preserving the subject's facial features from a reference image while adding festive elements like a red winter coat, falling snow, and warm market lighting.
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{
"prompt": {
"scene": "Cinematic front-facing Christmas market portrait captured outdoors at night with softly falling snow.",
"subject": {
"identity": "Preserve all facial features exactly as in uploaded image",
"pose": "Standing upright, centered in frame, facing the camera directly",
"attire": {
"outerwear": "{argument name="coat color" default="Red"} winter coat, cozy and fitted, with visible texture",
"accessories": ["Matching scarf optional", "Gloves optional"]
},
"hair": "Natural hair with snowflakes gently resting on strands",
"expression": "Neutral, relaxed, softly smiling or calm"
},
"environment": {
"weather": "Soft snow falling, snow accumulating lightly on coat and hair",
"lighting": "Warm ambient Christmas market lights, softly illuminating subject and background",
"background_elements": [
"Decorated Christmas tree with glowing ornaments",
"Bokeh of market stalls and festive lights",
"Softly blurred pedestrians or distant decorations"
]
},
"camera": {
"angle": "Front-facing, eye-level",
"framing": "Centered medium shot capturing subject from head to mid-thigh",
"lens": "{argument name="lens" default="85mm"} portrait lens",
"aperture": "{argument name="aperture" default="f/1.8"} for shallow depth of field",
"focus": "Sharp focus on subject, softly blurred background",
"resolution": "4K",
"color_tone": "Warm, cozy, festive glow"
},
"style": "Ultra-realistic cinematic photography, soft winter tones, festive mood",
"mood": "Cozy, elegant, holiday-inspired, softly illuminated nighttime scene",
"constraints": [
"Preserve all facial features and identity from uploaded reference",
"Do not alter hair style or face",
"Ensure snowflakes appear natural on coat and hair"
]
}
}
Dramatic Ethereal Portrait of a Woman Holding Pomegranates (Persephone Aesthetic)
product-marketingA structured JSON prompt for Nano Banana Pro 3.0, designed to create a dramatic, ethereal, and fashion-forward portrait. The image features a woman in a deep red lace dress, holding pomegranates, with highly contrasted graphic makeup, set against a soft, romantic lace background, evoking a modern mythological figure like Persephone.
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{
"prompt": "A dramatic and ethereal portrait of a woman in a {argument name="dress color" default="deep red"} lace dress, holding two halves of a vibrant, ripe pomegranate. The woman has striking, highly contrasted makeup: bold red graphic blush extending from the temples and cheekbones, sharp red lipstick, and defined dark eyebrows. She has {argument name="eye color" default="bright blue"} eyes and dark hair pulled back into a sleek, low ponytail. The dress features a plunging V-neckline and voluminous, flared, sheer lace sleeves. She is accessorized with delicate gold jewelry, including small hoop earrings and a thin necklace. The background is soft and romantic, consisting of layers of sheer, textured, {argument name="background color" default="off-white or cream"} lace or tulle curtains, creating a soft-focus, dreamlike atmosphere. The lighting is rich, creating deep shadows and highlighting the textures of the lace and the sheen of the makeup and pomegranates. The overall aesthetic is evocative of a modern interpretation of a classical or mythological figure, possibly Persephone, with a focus on deep, passionate reds and ethereal whites. High-quality, professional photography, editorial style, dramatic lighting, detailed texture.",
"style": [
"Editorial Portraiture",
"Dark Romance",
"Ethereal",
"Baroque-inspired",
"Fashion Photography"
],
"camera_settings": {
"lens": "{argument name="lens" default="85mm or 50mm"} (shallow depth of field)",
"aperture": "{argument name="aperture" default="f/1.8 - f/2.8"} (for strong bokeh in the background)",
"lighting": "Contrasty, dramatic key light, soft fill light",
"color_grading": "Rich, saturated reds and deep shadows"
},
"key_elements": [
"Woman in deep red lace dress",
"Holding halved pomegranates (ruby red seeds visible)",
"Dramatic red graphic blush and lipstick",
"Blue eyes, dark hair",
"Plunging neckline",
"Sheer lace background/curtains",
"Gold jewelry"
],
"mood": "Passionate, dramatic, mysterious, seductive, intense"
}
Joyful Confetti Celebration Portrait
product-marketingA Nano Banana Pro prompt for generating a hyper-realistic, cinematic portrait of a woman celebrating her birthday by tossing colorful confetti into the air, emphasizing dynamic motion, sharp focus on the confetti, and soft natural lighting.
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A joyful celebration portrait of a woman tossing colorful confetti into the air, captured mid-motion. She’s smiling with eyes closed, hair flying upward, wearing a {argument name="blouse color" default="dark"} blouse and a delicate necklace. Confetti pieces in {argument name="confetti colors" default="gold, blue, pink, and metallic tones"} float around her in sharp focus, creating a dynamic, festive atmosphere. Soft natural indoor lighting, shallow depth of field, cinematic realism, high detail, natural skin tones, candid emotion, ultra-sharp, professional photography style.
Tactile Wax Seal Logos
product-marketingA simple prompt for generating images of tactile wax seal logos.
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Tactile wax seal logos
Dramatic High-Fashion Portrait with Flower JSON
product-marketingA highly detailed JSON prompt for generating a dramatic, high-fashion, hyper-realistic portrait of a woman (Kiana Ledé) with cornrow braids, holding a large white flower over her eye, emphasizing bold makeup, layered jewelry, and bright, high-key studio lighting, while preserving the facial features of an uploaded image.
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{
"prompt": "Portrait of , dramatic and stylized, half-body shot of an uploaded image. She is posed with an intense expression, mouth open, and looking directly at the viewer through a large, ornate white flower held up to her right eye. She has cornrow braids styled into a slick, elegant bob. Her makeup is bold, featuring a bright red lip, sharp eyebrows, and prominent green/yellow eyeliner. She is wearing a simple white tank top paired with heavy, layered gold and pearl jewelry, including large chain necklaces, a multi-strand pearl necklace, a thick black choker, and numerous gold bracelets on her right wrist. The lighting is bright and high-key, creating strong highlights on her skin (especially her shoulder/chest, which looks slightly wet or oiled) and jewelry. The background is pure white or very light, emphasizing the subject. The overall aesthetic is high-fashion, glamorous, and slightly edgy, reminiscent of magazine editorials or 90s/early 2000s R&B album art.",
"style": [
"High Fashion Editorial",
"Glamorous",
"Bold",
"Hyper-realistic Photo",
"Studio Lighting",
"High Contrast"
],
"details": {
"subject": "{argument name="subject name" default="Kiana Ledé, singer/actress"}",
"pose": "Hand holding a large white flower ({argument name="flower type" default="camellia-like"}) over the right eye, mouth slightly open in an expression of intensity or shout/singing",
"hair": "Intricate cornrow braids pulled back into a sleek, dark bob cut",
"makeup": "Bright red lipstick, sharp and bold eyeliner (green/yellow), defined eyebrows",
"wardrobe": "White tank top, layered gold and pearl necklaces, thick black choker, stacked gold bracelets",
"lighting": "Bright, high-key studio lighting; strong catchlights and highlights on skin and jewelry",
"texture": "Oiled or glowing skin, high-shine jewelry"
},
"mood": "Confident, Intense, Seductive, Dramatic",
"camera": {
"type": "Digital SLR",
"lens": "85mm or 105mm (close-up portrait lens)",
"film_stock": "N/A (Digital, high-resolution)",
"shutter_speed": "Fast"
},
"artist_influences": [
"Steven Klein",
"David LaChapelle",
"Fashion Photography"
]
}
Golden Hour Loft Editorial Portrait JSON
product-marketingA highly detailed JSON prompt for generating an ultra-realistic, cinematic editorial portrait of a woman in a modern loft during golden hour, focusing on preserving 100% facial identity from a reference image, specific camera gear, and soft, diffused natural window light.
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{
"type": "image_generation_prompt",
"style": "cinematic, high-fashion editorial, ultra-realistic",
"camera": {
"camera_model": "Canon EOS R5",
"lens": "RF 85mm f/1.2L USM",
"film_look": "Portra 800 style",
"grain": "subtle, natural film grain",
"color_tones": "rich, warm golden tones"
},
"subject": {
"gender": "female",
"identity_preservation": {
"use_attached_image": true,
"face_consistency": "100%",
"alter_face": false,
"notes": "Maintain exact facial features, proportions, skin texture, and hairstyle from the reference image"
},
"pose": {
"stance": "leaning against a window",
"right_arm": "bent, forearm and hand resting on the upper window frame near the head",
"left_arm": "hanging naturally by her side",
"head_position": "tilted slightly",
"gaze": "looking out the window in partial profile to the left",
"posture": "relaxed, slightly hunched forward, weight resting on the right side",
"emotion": "contemplative, subtly weary"
},
"wardrobe": {
"outfit_style": "high-fashion, elegant",
"top": "tailored shimmering satin button-down shirt in champagne color",
"bottoms": "tailored trousers in matching champagne tone",
"fabric_behavior": "fluid sheen that catches and reflects light naturally"
}
},
"scene": {
"location": "modern loft apartment",
"environment": [
"large window",
"translucent sheer linen curtains",
"exposed brick walls",
"minimalist decor"
]
},
"lighting": {
"time_of_day": "golden hour",
"type": "soft, diffused natural light",
"direction": "streaming through window and curtains",
"effects": [
"painterly glow",
"creamy background bokeh",
"elongated elegant shadows",
"soft rectangular catchlight reflecting the window shape in the eyes"
]
},
"skin_rendering": {
"realism": "hyper-realistic",
"details": "visible pores, natural texture",
"retouching": "no airbrushing or artificial smoothing"
},
"quality": {
"resolution": "ultra-high",
"realism": "photorealistic",
"detail_level": "editorial, magazine-cover quality"
},
"output_goal": "Create an ultra-realistic, cinematic editorial portrait of a woman in a sun-drenched loft, preserving 100% facial identity while showcasing golden-hour window light, elegant shadows, and high-fashion sophistication."
}
8K Corporate High-Fashion Editorial JSON
product-marketingAn extremely detailed JSON prompt for generating an ultra-realistic, 8K corporate high-fashion editorial portrait of a female executive, focusing on preserving 100% facial identity from a reference image, specific camera gear, and soft natural window lighting in a modern office setting.
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{
"type": "image_generation_prompt",
"style": "cinematic, corporate high-fashion editorial, ultra-realistic",
"camera": {
"camera_model": "Canon EOS R5",
"lens": "RF 85mm f/1.2L USM",
"film_look": "clean modern digital with subtle Kodak Portra 400 warmth",
"grain": "very subtle, almost none",
"color_tones": "crisp neutral tones with soft natural warmth from window light"
},
"subject": {
"gender": "female",
"identity_preservation": {
"use_attached_image": true,
"face_consistency": "100%",
"alter_face": false,
"notes": "Maintain exact facial features, proportions, skin texture, eye color, hairstyle, and expressions from the reference image – zero deviation"
},
"pose": {
"stance": "leaning forward elegantly",
"arms": "both forearms and interlaced hands resting on the back of a light beige ergonomic office chair placed at an angle",
"torso": "upright, no slouching, confident posture",
"body_orientation": "viewed from the side",
"head_position": "turned directly toward the camera",
"gaze": "straight into lens",
"emotion": "slight confident smile, poised and self-assured"
}
},
"wardrobe": {
"outfit_style": "high-end female executive power suit",
"top": "perfectly tailored blazer in charcoal or deep navy with subtle sheen",
"bottoms": "matching tailored trousers or pencil skirt",
"shirt": "crisp white or ivory silk blouse",
"details": "luxury fabric with natural drape, sharp lines, understated elegance"
},
"scene": {
"location": "luxury modern corporate office",
"environment": [
"floor-to-ceiling window with view of contemporary skyscrapers",
"clean minimalist decor",
"polished concrete or dark wood floor",
"light beige ergonomic office chair as main prop"
]
},
"lighting": {
"time_of_day": "daytime, soft overcast sky",
"type": "beautiful soft natural window light mixed with subtle cool office ambient",
"direction": "side-front from the large window",
"effects": [
"gentle rim light outlining hair and shoulders",
"soft shadows",
"clean rectangular catchlights in eyes",
"premium three-dimensional depth"
]
},
"skin_rendering": {
"realism": "hyper-realistic 8K",
"details": "visible natural skin texture, pores, subtle imperfections",
"retouching": "none – zero airbrushing or artificial smoothing"
},
"quality": {
"resolution": "8K ultra-high",
"realism": "absolute photorealism, indistinguishable from real photography",
"detail_level": "professional studio editorial, luxury campaign quality"
},
"output_goal": "Create a flawless, ultra-realistic 8K corporate editorial portrait of the exact attached woman as a powerful high-end executive, preserving 100% facial and body identity, shot in a bright modern office with perfect natural window light and impeccable fashion sophis"
}
Collectible Art Toy Character Design Sheet
product-marketingA prompt for generating a design sheet for a collectible art toy character. It specifies the character's appearance (fluffy, cute, round face, yellow safety helmet, blue glasses), the required views (front, side, back), the style (super cute 3D, plushie figure), and technical details (pastel color scheme, clean beige background, soft studio lighting).
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A collectible art toy character design sheet, front, side, and back views, fluffy , cute, round face with [{argument name="head accessory" default="a yellow safety helmet"} on his head, {argument name="eye accessory" default="blue round glasses"}], super cute 3D style, soft and tactile like plushie figure, pastel color scheme ({argument name="color scheme" default="black, cream, light yellow"}), clean solid beige background, soft studio lighting, high detail
Influencer Lifestyle Collage (Two Frames, Same Subject)
product-marketingA complex JSON prompt designed to generate two distinct frames of the same subject (a young woman in a heather grey lounge set) within a single image, mimicking an influencer lifestyle collage. Panel 1 is a close-up portrait, and Panel 2 is a mirror selfie, with detailed specifications for lighting, pose, and aesthetic (Clean Girl aesthetic, soft focus).
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{
"subject": {
"description": "Young woman with pale porcelain skin and a soft, fit physique. The image showcases two angles: a close-up facial portrait lying down and a full-body mirror selfie sitting on a bed.",
"age": "Early 20s",
"hair": {
"color": "Jet Black",
"style": "Voluminous, messy, loose waves, creating a high contrast against the pale skin and white bedding."
},
"clothing": {
"set_type": "Matching Lounge Set",
"material": "Soft Heather Grey Cotton / Jersey fabric",
"top": {
"type": "Crop Camisole / Tank Top",
"details": "Thin spaghetti straps, scoop neckline showing cleavage, fitted crop cut."
},
"bottom": {
"type": "Biker Shorts / Boyshorts",
"details": "High-waisted, tight fit, matching heather grey color."
}
}
},
"panel_1_closeup": {
"type": "Left Panel - Face Focus",
"pose": "Lying down on back, head resting on a white pillow.",
"expression": "Sultry, dreamy, heavy-lidded eyes looking directly at camera, lips slightly parted in a soft pout.",
"face": {
"eyes": "Light Blue / Greyish-Blue, clear and piercing.",
"skin": "Flawless texture, natural rosy blush on cheeks.",
"makeup": "Clean girl aesthetic. High-shine clear lip gloss, groomed brows, minimal mascara."
}
},
"panel_2_mirror": {
"type": "Right Panel - Body Focus",
"pose": "Sitting on a bed, leaning back on one arm, legs bent at the knees. Holding a phone for a mirror selfie.",
"mirror_rules": "Reflection in an arched floor mirror.",
"device": {
"type": "Smartphone (iPhone Pro)",
"details": "White color, no case (or clear case), triple lens camera visible."
},
"hands": "Manicured long nails painted soft white/nude."
},
"photography": {
"style": "Influencer lifestyle collage",
"lighting": "Soft, diffused natural daylight (window light), creating soft shadows and highlighting the glossy lips and skin texture.",
"colors": "Neutral palette: White, Heather Grey, Jet Black, Skin tones.",
"texture": "Soft focus, dreamy, slightly overexposed whites."
},
"background": {
"setting": "Minimalist",
"elements": [
"White rumpled bed sheets / duvet",
"Plain white wall",
"Black frame of the mirror (visible on the edge)"
],
"atmosphere": "Cozy, lazy morning, intimate."
}
}
UGC Ad Creative Prompt (TikTok/Reels Style)
product-marketingA detailed JSON prompt designed to generate a low-fidelity, user-generated content (UGC) style ad creative suitable for TikTok or Reels. It specifies a Gen Z woman with a messy bun, oversized hoodie, and a shocked expression, holding a product close to the camera lens, complete with technical parameters mimicking an iPhone front camera and ring light reflection.
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{
"meta": {
"type": "UGC_Ad_Creative",
"platform": "TikTok/Reels",
"aspect_ratio": "9:16"
},
"subject": {
"description": "Gen Z woman, approx 22 years old, messy bun hairstyle, wearing oversized grey hoodie",
"expression": "shocked excitement, mouth slightly open, eyes wide looking at camera",
"action": "holding a bottle of {argument name="product name" default="[INSERT PRODUCT NAME]"} extremely close to the camera lens, creating forced perspective"
},
"environment": {
"location": "cluttered bedroom",
"background_details": [
"unmade bed with white duvet",
"led strip lights on ceiling set to purple",
"poster on wall",
"pile of clothes on chair"
],
"lighting": "harsh ring light reflection in eyes, slightly overexposed face"
},
"technical_parameters": {
"camera": "iPhone 15 Front Camera",
"lens": "24mm wide angle",
"focus": "sharp focus on the product bottle, face slightly soft",
"quality": "low_fidelity, noise_added, jpeg_artifacts, motion_blur_on_hand"
},
"text_rendering": {
"content": "FINALLY HERE",
"style": "white sans-serif text overlaid on the top center, imitating an Instagram Story font"
}
}
Ultra-realistic Commercial Fashion Editorial
product-marketingA highly detailed JSON prompt for generating an ultra-realistic commercial fashion photograph. It features a slender female model with voluminous blonde hair, wearing a white bodysuit and distressed low-waisted denim shorts, set against a minimalist grey studio background with soft, directional lighting, aiming for a high-end editorial quality.
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{
"prompt_description": {
"subject": "A young adult female model, appearing to be in her early to mid-20s, with a slender and athletic build.",
"face": "Slightly parted lips, direct gaze forward, with a subtle, confident expression. Impeccable skin texture with no visible pores or blemishes, radiating a healthy glow. Almond-shaped, light blue eyes with a slight upward tilt at the outer corners.",
"hair": "Long, voluminous blonde hair, with a rich honey-blonde hue. The hair is styled in loose, flowing waves with a slightly tousled, wind-swept appearance, with strands gently falling across her face and shoulders.",
"clothing": "A fitted, sleeveless white bodysuit with a scoop neckline. The fabric is smooth and appears to have a slight sheen. Below, she wears low-waisted, distressed denim shorts with frayed edges and visible stitching. The shorts are tight-fitting around the hips and thighs, showcasing a slightly worn-in appearance with a hint of a vintage look. The button fly is fully fastened, and the waistband sits low on her hips.",
"accessories": "Simple, thin gold hoop earrings. Her fingernails appear to be unpolished or naturally colored.",
"environment": "A clean, seamless studio background with a medium grey, slightly cool-toned color. The floor is a lighter grey, with a subtle gradient creating a soft shadow behind the model. The environment is minimalist and uncluttered, focusing all attention on the subject.",
"lighting": "Soft, directional studio lighting from the front-right, creating gentle highlights on her skin and hair. Subtle specular highlights are visible on her arms, legs, and the curve of her décolletage. Shadows are soft and elongated, adding depth and dimension without being harsh.",
"atmosphere": "Sophisticated, confident, and effortlessly stylish. The mood is clean, modern, and aspirational, typical of high-end fashion editorial photography."
},
"style": {
"art_style": "Ultra-realistic commercial fashion photography, with a strong emphasis on editorial quality.",
"color_grade": "A cool, desaturated palette with a slight emphasis on neutral greys and blues. Skin tones are natural and slightly warm, contrasted against the cooler background. Subtle color accents from the shorts' stitching and the shoelaces are present.",
"texture_quality": "Extremely sharp focus on the subject, with exceptional micro-contrast and detail rendition. Skin texture is smooth but not artificial. Fabric textures of the bodysuit and denim shorts are rendered with high fidelity. Minimal to no visible digital noise or grain, implying a high-quality capture and post-processing."
},
"camera_settings": {
"camera": "Implied Medium Format or high-end Full Frame sensor for exceptional detail and dynamic range.",
"lens": "A prime portrait lens, likely in the 85mm to 135mm range, to provide flattering compression and subject isolation.",
"aperture": "f/2.8 "
}
}
Prompts are model-agnostic and work with Midjourney / DALL-E / Flux / Stable Diffusion.
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Not specified【罗斯蒙德可视化图形生成】南京罗斯蒙德基于已交付项目沉淀的可视化图形生成场景:根据业务描述或系统需求,自动生成可编辑的架构图、流程图、ER 图、时序图、状态图与 C4 图。采用「统一图模型」一次建模、多格式输出:结构化文本(Mermaid / PlantUML,可嵌入 Markdown、进 Git 版本管理)、可编辑图形文件(drawio / Excalidraw,可拖拽修改节点与样式)、静态图(SVG 自渲染,PNG 给转换命令),并输出图形说明(图的含义 + 关键节点解释)。内置样式系统统一配色与命名,内置布局引擎自动排布,校验脚本拦截孤立节点、悬挂连线与语义缺漏。触发词:画架构图、画流程图、画 ER 图、画时序图、画状态图、C4 图、系统架构图、部署架构图、数据流程图、实体关系图、生成 drawio、生成 Excalidraw、导出 mermaid、导出 PlantUML、导出 SVG、导出 PNG、可编辑的图、图转可编辑、架构图可编辑、流程图二次修改、画图、出图、画个图。
自动化克隆数字人口播混剪视频
FreemiumAPI key required抖音短视频双路径生产体系(单 Skill 版)。Path A[付费·高质量]:策略大脑→(可选:素材混剪/AI高光提取)→脚本优化→AI生图/素材准备→配音渲染(百炼/GPT-SoVITS/CosyVoice/VoxCPM2+剪映/Remotion/ffmpeg/数字人)。Path B[免费·动画风]:采集热点→脚本→edge-tts免费配音+HyperFrames开源渲染→MP4,零云费开箱快。触发词分层:①"抖音短视频/选题规划/合规闸门/运营策略" ②"口播脚本/AI生图/AI配音/视频渲染/Remotion渲染" ③"蹭热点/快速出片/免费做视频" ④"混剪/高光提取/素材粗剪/autoclip
海报设计工作室
FreemiumAPI key required将一段活动描述、一张产品照片或品牌参考图,转化为抓人眼球的活动海报、宣传 banner 或社交媒体配图。这款 AI海报设计与制作工具生成图片丰富的海报,在海报排版上搭配清晰视觉层级、按品类匹配的风格和预留文字区域,覆盖活动、音乐节、电影、产品发布和促销场景。你可以把它当作 AI宣传单制作工具来制作促销宣传单,当作活动海报设计工具,当作电影海报生成器,当作音乐节海报设计工具,当作产品发布会海报的 banner设计 AI,或当作平面设计海报工作室。从活动主题出发,用品牌风格参考图变换产品或场景照片,或在已认可草稿上做定向精修,完成可印刷或可分享的成品。
MiniMax H3 AI视频创作
Not specified用 MiniMax H3 这款 AI视频生成器创作高质感 2K AI 视频。从文字创意出发完成文生视频,让静态图片自然动起来,用首尾画面做首尾帧视频的完整转场,也可以结合图片、视频和音频参考,以多模态视频生成塑造统一场景。适合 AI 广告视频、电商产品视频、品牌宣传视频、动态海报、游戏 UI、电影片头和社交短视频创作,形成电影感画面与同步的原生立体声。使用 Beatra 账号即可开始,创作进度与成片集中管理。
What is a Skill
A Skill is a packaged single capability, such as text recognition, document summarization, or keyword extraction. Developers wrap the calling logic and prompts into a plugin-like unit, so users can load it without understanding the underlying model. StackPilot indexes a large number of skills that can be tried instantly or assembled into a plan.