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Text to Image Model Comparison
INTRO
Text-to-image models turn written prompts into production‑ready visuals, helping teams generate images, banners, and concept art on demand across many industries. They remove much of the friction of traditional content creation, enabling organizations to quickly produce tailored visuals that match their brand, product, or project needs. For businesses and creators, this means you can prototype new ideas, localize campaigns, and refresh visual assets far more often without scaling large design or photography pipelines. When chosen carefully, the right model becomes a visual engine for product shots, marketing materials, training content, pitch decks, and social media.
This guide helps teams in different sectors choose a model that actually fits their day‑to‑day workflows instead of chasing hype. The focus is on aligning model capabilities with visual quality, brand consistency, speed, control, and cost. By the end, readers should understand what to look for in a text‑to‑image model, which trade‑offs matter, and which real‑world use cases—from rapid prototyping to polished production assets—benefit most.
TL;DR: Use GPT-Image 1.5 and Nano Banana Pro for product mockups, text, and multi-subject scenes; Z-Image Turbo, GPT-Image 1.5, and Nano Banana Pro for cinematic shots; Z-Image Turbo, Qwen Image 2512, and GPT-Image 1.5 for realistic characters, and treat these preferences as starting points that you should re-test against your own workflows and requirements.
SCOPE AND LIMITATION
The scope of this test focuses exclusively on evaluating text-to-image performance within the Floyo environment, ensuring that all results reflect behavior in this specific platform context. The models included in the evaluation are limited to those released in Q4 of 2025 and early January 2026, so findings apply only to this latest generation of systems and may not generalize to older or non‑included models. The models were used in the test are only the Z-Image Turbo, Qwen Image 2512, GPT Image 1.5 API, Seedream 4.5 API, FLUX.2 Pro API, and Nano Banana Pro API. The test is constrained to ecommerce use cases, meaning all prompts and evaluation criteria are designed around product imagery, marketing assets, and related commercial visuals rather than broader creative applications. To maintain fairness and comparability, each text-to-image model will be tested using the same standardized prompts and fixed image dimensions, which ensures consistent input conditions but may not reflect each model’s optimal or customized usage.
TEST IT YOURSELF
FLUX.2 Pro
GPT Image 1.5
Nano Banana Pro
Qwen Image 2512
Seedance 4.5
Z-Image Turbo
A comparison of latest 6 text to image models
Text to Image Model Comparison
A comparison of latest 6 text to image models
MODEL COMPARISON
Text to Image Models
Models were arrange from left to right at the image output
Z-Image Turbo
Qwen Image 2512
GPT Image 1.5 API
Seedream 4.5 API
FLUX.2 Pro API
Nano Banana Pro API
Cinematic Scene
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PROMPT: Rain-soaked, ultra-realistic cinematic scene framed like a movie still: a lone man in a dark hooded jacket stands in the middle of a dimly lit city street at night, shoulders slightly hunched, facing away from the camera as headlights and neon signs reflect off the wet asphalt. Cars are stopped in the distance, their taillights forming soft red bokeh, while a passing tram throws streaks of light across the frame. The man’s silhouette is sharply defined by a strong backlight from a flickering streetlamp, with cool blue ambient light from the surrounding buildings and warm orange spill from a nearby shop window creating a rich teal‑and‑orange color grade. Shot on a virtual ARRI ALEXA with a 35mm lens, shallow depth of field, anamorphic lens flares, subtle film grain, and light haze in the air, giving the impression of a pivotal, tension‑filled moment in a thriller movie.
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PROMPT: Wide, naturalistic, ultra-realistic cinematic shot in the style of a popular sci‑fi blockbuster: a lone astronaut in a slightly worn white spacesuit stands ankle‑deep in shallow water on an alien shoreline at dusk, facing a colossal ringed planet dominating the sky, its reflection rippling across the glassy surface of the ocean. Mist drifts low over dark, monolithic rock formations rising from the water in the midground, while flocks of distant, bird‑like alien creatures sweep across the horizon, tiny silhouettes against a sky of muted purples and deep blues. Soft, realistic global illumination bathes the scene in cool ambient light with a warm orange rim from a setting sun just off frame, subtle volumetric haze and atmospheric perspective adding depth to the distant cliffs. Shot like a movie still on a virtual IMAX camera with a 2.39:1 aspect ratio, slow wide pan framing, high dynamic range, gentle lens flares, fine film grain, and crisp reflections in the water, evoking a quiet, awe‑inspiring moment of exploration on a new world.
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PROMPT: Cinematic ultra‑realistic action scene of two gigantic alien battle robots clashing in the middle of a devastated futuristic city street at dusk, framed like a blockbuster movie still, heroic blue-and-silver robot versus a menacing dark gunmetal-and-purple robot, glowing energy cores and eyes, metal fists colliding and throwing sparks and debris into the air, shattered cars and broken glass around them, burning holographic billboards in the background, low-angle wide shot to emphasize scale, dramatic backlighting from fires and neon lights, volumetric smoke and dust, motion blur on moving parts, subtle film grain and teal-and-orange color grading for a high-budget sci‑fi movie look.
Product Mockup with Text
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PROMPT: Photorealistic product mockup of a matte black reusable water bottle standing on the edge of a sunlit café table beside an open laptop and a small potted plant, shallow depth of field, natural afternoon light coming through a large window, soft reflections on the bottle surface. The bottle has a clean, minimal label wrapped around the center with bold white text reading “FLOWSTATE FUEL” and a smaller tagline underneath that says “Hydrate. Focus. Perform.” in sleek sans-serif typography, plus a small circular icon showing a lightning bolt in the corner of the label. Background shows a random blurred street scene outside the window with people walking and warm bokeh from storefront lights, high-resolution, lifestyle advertising style, realistic shadows and perspective, no extra logos or text beyond the product branding.
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PROMPT: Photorealistic scene of a small glass jar of gourmet tomato-basil pasta sauce placed on a rustic wooden kitchen counter near a cutting board with fresh ingredients. The jar has a cream-colored label with elegant dark red text reading “NONNA’S HARVEST” in a classic serif font, and a smaller line underneath that says “Slow-Cooked Tomato & Basil Sauce” in a clean sans-serif. A simple illustration of tomatoes and basil leaves appears near the bottom of the label, along with small text showing “500g” and a minimal ingredients line. The lid is matte black with a subtle reflection, and there are fresh tomatoes, basil leaves, and a chef’s knife casually arranged around the jar. In the softly blurred background, a random cozy kitchen setting is visible with warm under-cabinet lights and a window letting in late-afternoon sunlight, high-resolution, natural shadows, styled like premium food packaging photography.
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PROMPT: High-energy, photorealistic scene of an ice-cold aluminum soda can standing upright in a bed of crushed ice on a beachside table at sunset, tiny water droplets and condensation beading down the metallic surface, soft reflections of the warm sky on the can. The label is a vibrant gradient of lime green and electric blue with bold white text reading “ZESTWAVE SODA” in large modern letters, and a smaller tagline underneath that says “Burst of Citrus Chill” in clean sans-serif. Stylized splash graphics of lemon and lime slices decorate the lower part of the can, with small text near the bottom showing “330 ml” and “Sparkling Citrus Drink”. In the softly blurred background, silhouettes of palm trees, a glowing orange-pink horizon, and hints of the ocean create a refreshing summer vibe, strong backlighting giving a glowing rim around the can, high-resolution commercial drink photography style, crisp details on ice, bubbles, and droplets.
Realistic Portrait
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PROMPT: Hyper-realistic close-up portrait of a 28-year-old Southeast Asian woman with warm brown skin, few freckles across her nose, and straight, shoulder-length black hair tucked behind one ear, wearing a simple dark linen shirt, calm and thoughtful expression, soft natural makeup, detailed pores and fine baby hairs around the hairline, sharp eyes with realistic catchlights, shallow depth of field, shot on a DSLR with an 85mm lens at f/1.8, soft cinematic lighting from a large window at 45 degrees, natural shadows sculpting the cheeks and jawline, high-resolution 8k, random softly blurred background (could be an urban street, a café interior, or a leafy park) with gentle bokeh, photorealistic skin texture, realistic facial proportions, no distortion, no extra limbs or artifacts.
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PROMPT: Ultra-realistic half-body portrait of a 26-year-old handsome Ukrainian male Instagram model with fair skin and a natural warm undertone, strong jawline, high cheekbones, neatly trimmed light stubble, and slightly wavy dark blond hair styled in a modern textured quiff, wearing a slim-fit charcoal blazer over a plain white crew-neck t-shirt, relaxed but confident pose with one hand casually in his pocket and shoulders slightly angled, direct yet friendly gaze into the camera with light hazel eyes, subtle natural skin texture with visible pores and fine facial hair, clean manicured hands, shot on a DSLR with an 85mm lens at f/2.0, soft cinematic lighting from a large softbox at 45 degrees creating gentle contrast and a faint rim light separating him from the background, high-resolution 8k, random blurred background that could be a minimalist studio, a rooftop at golden hour, or a softly lit café interior, smooth bokeh, fashion-editorial look suitable for Instagram, no distortion, no extra limbs or artifacts.
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PROMPT: Ultra-realistic full-body portrait of a 17-year-old Persian teenage female fashion model with warm olive skin, thick dark eyebrows, long wavy black hair falling over her shoulders, and expressive brown eyes, standing confidently with one leg slightly forward and one hand resting loosely by her side, the other lightly touching her hip, wearing high-waisted light blue jeans, a tucked-in white cropped blouse with subtle embroidery inspired by traditional Persian patterns, and clean white sneakers, natural minimal makeup with a soft gloss on the lips, realistic fabric folds and shadows, accurate body proportions, shot on a DSLR at street-fashion distance with a 50mm lens, soft cinematic daylight from the side creating gentle highlights on her hair and face, high-resolution 8k, random background such as a sunlit city sidewalk, a neutral studio with soft gradient, or a tree-lined park path, slightly blurred with smooth bokeh, full body fully in frame from head to shoes, no distortion, no extra limbs or artifacts.
Architecture and Landscape
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PROMPT: Photorealistic wide-angle architectural rendering of a sleek, modern two-story building with large floor-to-ceiling glass panels, clean white concrete volumes, and dark metal accents, set within a landscaped plot on a gentle hillside, captured in a three-quarter perspective so the front facade and one side are clearly visible, showing depth and vanishing lines. A low reflecting pool and minimalist stone pathway lead toward the entrance, with trimmed grasses, a few sculptural trees, and soft ground lighting integrated into the landscape design, late-afternoon golden hour sunlight casting long shadows and warm reflections on the glass, distant mountains and a calm sky in the background, high-resolution 8k, crisp details in textures and materials, realistic perspective landscape composition suitable for an architecture magazine cover.
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PROMPT: Photorealistic interior view of an elegant vintage classic living room, captured from a slightly elevated corner angle so the entire seating area and architectural details are visible, rich warm color palette with cream, gold, and deep walnut wood tones. A carved marble fireplace with an ornate mirror above it forms the focal point, flanked by floor-to-ceiling built‑in bookshelves filled with old hardbound books and small antiques. A tufted velvet sofa in muted emerald green faces a dark wood coffee table with curved legs, accompanied by two upholstered armchairs, a patterned Persian rug, and brass floor and table lamps with pleated fabric shades. Crown molding, wall paneling, and subtle damask wallpaper add classic character, while large windows with sheer curtains let in soft afternoon light, casting gentle shadows and giving the room a timeless, lived‑in atmosphere, 8k resolution, high detail in textures, fabrics, and wood grain.
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PROMPT: Ultra-detailed, wide-angle night-time exterior shot of a towering futuristic hotel suspended above a neon-lit cyberpunk city, sleek asymmetrical architecture with stacked glass volumes, holographic signage, and glowing cyan and magenta light strips running along the edges of the building, reflective black metal and tinted glass surfaces catching the colors of the sky. The hotel’s main lobby level is a floating platform with transparent floors and sky bridges, and below it stretches a sprawling elevated park: bioluminescent trees, glowing pathways, interactive hologram sculptures, and small floating drones lighting the landscape, seen from above in strong perspective with clear vanishing lines. A mix of cyberpunk pedestrians and futuristic streetwear‑clad visitors move through the park, distant flying vehicles streaking across a hazy violet sky, light fog adding volumetric glow around the hotel, ultra realistic 8k, high contrast, cinematic atmosphere designed to attract cyberpunk and sci‑fi enthusiasts.
2D/3D Logo
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PROMPT: Create a flat 2D modern logo for a cybersecurity startup called “VoltGuard Labs,” featuring a minimalist shield icon combined with a stylized lightning bolt integrated into the center, clean geometric lines, vector style, dominant pure black background with all design elements in glowing neon green, subtle inner glow around the bolt to suggest energy and protection, contemporary sans-serif logotype beneath the symbol in neon green, high contrast for strong readability, no gradients beyond the neon glow effect, no 3D extrusions, balanced negative space, suitable for dark‑mode interfaces, gaming-adjacent and tech-forward aesthetic, no additional text beyond the brand name.
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PROMPT: Create a flat 2D futuristic logo for an AI automation company called “Quantum Flux Systems,” featuring an abstract hexagonal emblem made from interlocking circuit-like lines, with a subtle sense of motion spiraling toward the center, clean geometric vector style, sharp yet minimal shapes, no 3D extrusions, random yet harmonious color combination of electric blue, neon magenta, cyber yellow, and soft cyan accents on a deep charcoal background, slight neon glow on key edges to suggest advanced technology, sleek condensed sans-serif logotype aligned to the right of the symbol, high contrast for strong readability on screens, balanced negative space, suitable for dashboards, SaaS platforms, and mobile apps, no additional text beyond the brand name.
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PROMPT: Create a 3D emblem-style logo for a space logistics company called “Orbital Nexus Freight,” featuring a spherical core made of interlocking metallic rings forming an abstract globe, with a sleek arrow-like orbit wrapping around it to suggest motion and connectivity, high-gloss 3D render, smooth beveled edges, realistic reflections and soft shadows, subtle inner glow where the rings intersect, rich color palette of deep midnight blue, brushed silver, and accents of vibrant teal and amber, dramatic studio lighting from the top left to emphasize depth, company name set in a bold futuristic sans-serif beneath the emblem with a slight metallic gradient, floating on a dark, softly vignetted background, ultra high resolution, clean composition, no extra symbols or text beyond the brand name.
Full Text Rendering (Typography)
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PROMPT: A clean, modern vertical infographic poster (9:16) showing a clear timeline of Japan during World War 2. Use a light, neutral background with a bold title at the top that reads "Japan During World War II – Timeline" in simple, readable typography. Down the center (or slightly to the left), draw a vertical timeline line with clearly separated nodes for major dates and events, each with a short label and a small icon or illustration. Include, at minimum, these key points: 1937 – Full-scale invasion of China and start of the Second Sino-Japanese War; 1940 – Japan signs the Tripartite Pact with Germany and Italy, joining the Axis alliance; 7 Dec 1941 – Attack on Pearl Harbor and entry of the United States into the war; 1942 – Peak of Japanese expansion across Southeast Asia and the Pacific; 1943–1944 – Series of Allied offensives (Guadalcanal, Philippines, island-hopping) pushing Japan back; 6 Aug 1945 – Atomic bombing of Hiroshima; 9 Aug 1945 – Atomic bombing of Nagasaki and Soviet declaration of war on Japan; 15 Aug 1945 – Emperor Hirohito announces Japan’s surrender (V-J Day in many countries); 2 Sept 1945 – Formal signing of the Instrument of Surrender aboard USS Missouri, beginning Allied occupation of Japan. Use concise, historically accurate text snippets for each event without crowding the layout. Color-code Axis vs Allied events subtly (for example, red accents for Japanese actions, blue accents for Allied counteroffensives). Add small geographic hints like a minimalist map outline of East Asia in the background and subtle WWII-era motifs (planes, ships, documents) near relevant events. Overall style should be informative, clean, and suitable as an educational classroom infographic.
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PROMPT: A tall, vertical 9:16 photograph of a wooden desk in soft daylight. On the center of the desk lies a folded-open broadsheet newspaper, filling most of the frame. The camera is angled slightly from above so the front page is clearly readable and laid out like a natural, professional newspaper article about text-to-image model news, with multiple columns, subheadings, and bylines. The printed content on the front page exactly reproduces the markdown text that will be provided below the prompt, preserving all wording, formatting, bullet points, and numbers, as though it has been carefully typeset into a real newspaper layout. The typography should look like classic newspaper fonts, with clear, crisp black ink on slightly off‑white, thin newsprint paper. Surrounding the newspaper on the wooden desk are subtle details like a ceramic coffee cup with a small saucer, a black fountain pen, and a pair of reading glasses, slightly out of focus so the main focus remains on the newspaper text. The atmosphere feels like a quiet morning of reading technology news, with gentle natural light casting soft shadows and emphasizing the texture of the paper and the wood grain.
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PROMPT: A close-up shot of a modern computer monitor in a dimly lit office at night, clearly left on after hours by an employee who forgot to turn it off. The camera is framed tightly on the screen, with only a hint of the monitor’s bezel and a bit of the desk edge visible, emphasizing the glowing display against the darker surroundings. On the screen, a code editor is open showing multiple vertical panes or tabs with complex front-end source code, including HTML markup, CSS styles, and JavaScript logic for a responsive e-commerce website UI. The HTML panel shows structured sections like product grids, navigation bars, and a shopping cart area, while the CSS pane contains media queries and layout rules for desktop, tablet, and mobile breakpoints, and the JavaScript pane has functions handling dynamic filtering, cart updates, and responsive menu behavior. The text should look like realistic syntax-highlighted code (colorful keywords, tags, and comments) but not be fully legible line-by-line, just visually convincing and dense to suggest a sophisticated project. Use the soft glow of the monitor to light nearby objects, such as a keyboard, a coffee mug with a small coffee stain, and a few scattered sticky notes slightly out of focus on the desk, reinforcing the sense of a long coding session that ended abruptly. The overall mood is quiet, focused, and slightly melancholic, with cool blue monitor light contrasting subtly with warm ambient reflections in the background, in a 16:9 landscape composition.
Multiple Character / Multi Subject
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PROMPT: A diver playing an underwater piano with almost 10 mermaids watching. Hyper-realistic amateur photography
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PROMPT: a crowd of tens of thousands of people in front of the Golden Gate bridge. The faces of everyone in the crowd must be clearly visible.
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PROMPT: make a scene in Las Vegas in the year 2026, photorealistic, everything in focus, with tons of people, and a bus with an advertisement for "FloYo" with the subtitle "Create what you imagine". Hyper-realistic amateur photography, iPhone snapshot quality…
CONCLUSION
During testing of the six text-to-image models, clear usage patterns appeared that can help with model selection. For cinematic scenes, Z-Image Turbo, GPT-Image 1.5, and Nano Banana Pro produced the strongest results, with better depth, mood, and overall visual impact. For product mockups, GPT-Image 1.5 and Nano Banana Pro performed best due to stronger prompt adherence and cleaner, more practical outputs.
For realistic characters, Z-Image Turbo, Qwen Image 2512, and GPT-Image 1.5 generated the most convincing results in terms of skin, facial features, and lighting. All six models handled architecture reasonably well, so any of them can be used for buildings, interiors, or environment-focused prompts. For text-based images or detailed typography, GPT-Image 1.5 and Nano Banana Pro were more reliable in keeping the text readable and visually consistent, and these same two models also performed better when rendering multiple subjects in a single image.
These findings reflect the results of this specific test set and should be treated as a starting point rather than a final ranking. Testing with more diverse subjects, more complex scenes, different aspect ratios, and varied visual styles may reveal additional strengths and limitations for each model. In the end, the best text-to-image model is the one that fits your specific needs, workflow, and industry requirements most closely.