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FLUX.1 [schnell] FP8 Black Forest Labs Seedream 5.0 Lite ByteDance

Settled by community votes across 13 shared challenges, with an AI judge weighing in on each.

FLUX.1 [schnell] FP8

19.0 arena score

#47 of 62 in Text-to-Image

Skill signature · Text-to-Image

Seedream 5.0 Lite

23.7 arena score

#22 of 62 in Text-to-Image

Vote tally

Where the votes landed

FLUX.1 [schnell] FP8

0%

win rate

Ties

0%

Seedream 5.0 Lite

0%

win rate

Shared challenges 13

Challenge by challenge

The strongest take from each model on every shared challenge, with the AI judge's read.

Geometric Composition

Text-to-Image

“A glass cube on a wooden table. Inside the cube is a small blue sphere. On top of the cube sits a red book. A green plant is behind the cube, partially visible through the glass. Soft window light from the left.”

FLUX.1 [schnell] FP8
Seedream 5.0 Lite

AI Judge Analysis

FLUX.1 [schnell] FP8

  • + Excellent high-resolution detail and sharp focus.
  • + Sophisticated lighting with complex reflections and refractions within the glass.
  • + Artistic interpretation with a beautiful marble-like blue sphere.
  • The glass structure is a rectangle rather than a cube.
  • The horizontal divider inside the glass structure makes it look more like a display case than a simple cube.

Seedream 5.0 Lite

  • + Perfect adherence to the geometry requested, showing a clear cube.
  • + More realistic, matte texture on the blue sphere which fits the 'small toy sphere' vibe.
  • + Accurate positioning of the plant behind the glass.
  • Lighting is a bit flatter and less dynamic than the competitor.
  • The glass edges look slightly thicker and less refined.

Verdict: While FLUX.1 [schnell] FP8 produces a more visually stunning and high-quality artistic render, Seedream 5.0 Lite followed the spatial instructions more accurately. FLUX generated a tall rectangular prism instead of a cube, whereas Seedream captured the cube shape and the placement of the sphere perfectly. Seedream is the winner for literal prompt adherence, despite FLUX's superior aesthetic finish.

Candid Street Photography

Text-to-Image

“A candid street photo of an elderly Japanese man repairing a red bicycle in light rain, reflections on wet pavement, shallow depth of field, 50mm lens, natural skin texture, imperfect framing, motion blur from passing cars, cinematic but realistic, no stylization.”

FLUX.1 [schnell] FP8
Seedream 5.0 Lite

AI Judge Analysis

FLUX.1 [schnell] FP8

  • + Excellent street atmosphere with vibrant reflections
  • + High detail on the pavement and wet surfaces
  • + Accurate 50mm lens feel with a nice background bokeh
  • The man is holding the handlebars rather than repairing a specific component
  • The cars in the background are stationary despite the prompt asking for motion blur
  • The man's heritage appears more ambiguous compared to the specific prompt

Seedream 5.0 Lite

  • + Successfully captures the requested motion blur from a passing car
  • + Shows the man actively repairing the bike chain
  • + Great skin texture and realistic rain droplets on the jacket
  • The framing is a bit tight on the subject
  • The bicycle's rear structure and chain alignment are slightly illogical
  • Less emphasis on the red color of the bike compared to Model A

Verdict: Seedream 5.0 Lite followed the technical aspects of the prompt more closely, specifically capturing the motion blur of passing cars and the act of 'repairing' the bike. FLUX.1 [schnell] FP8 produced a more visually striking street scene with beautiful reflections, but it missed the motion blur and depicted the man simply standing with the bike rather than fixing it.

Fantasy Warrior

Text-to-Image

“Close portrait of a battle-worn paladin in ornate engraved plate armor, hair braided with small beads, faint scars and dirt on the skin, warm torchlight reflecting off metal, shallow depth of field, bokeh sparks, lifelike eyes, highly detailed texture on leather straps and cloth underlayer.”

FLUX.1 [schnell] FP8
Seedream 5.0 Lite

AI Judge Analysis

FLUX.1 [schnell] FP8

  • + Excellent intensity in the eyes and facial expression
  • + Dramatic high-contrast lighting that emphasizes the metallic texture
  • + Rich skin texture with realistic pores and fine lines
  • Failed to include the requested braided hair
  • The focus is so close that most detail on the 'plate armor' is lost in the crop
  • Missing the requested scars and beads in hair

Seedream 5.0 Lite

  • + Perfect adherence to specific details like braided hair with beads and facial scars
  • + Highly detailed ornate engraving on the plate armor
  • + Great depiction of the cloth underlayer and leather straps mentioned in the prompt
  • The facial rendering is slightly softer and more 'perfect' compared to the battle-worn request
  • Lighting is a bit flatter than Model A despite the torchlight

Verdict: Seedream 5.0 Lite is the clear winner for its superior prompt adherence, successfully incorporating the braids, beads, and scars which FLUX.1 [schnell] FP8 almost entirely ignored. While FLUX.1 has more realistic skin texture and dramatic lighting, Seedream captures the 'paladin' aesthetic and specific material details much more effectively.

Modern Clean Menu

Text-to-Image

“Modern minimalist restaurant menu design, white background with colorful food photos in grid, sections for appetizers/pizza/mains, bold sans-serif fonts, vibrant accents, clean professional layout for casual dining.”

FLUX.1 [schnell] FP8
Seedream 5.0 Lite

AI Judge Analysis

FLUX.1 [schnell] FP8

  • + Excellent structure that resembles a real multi-page menu.
  • + Includes a wide variety of food graphics corresponding to sections.
  • + Adheres to the grid-based request with a clean, professional aesthetic.
  • Text consists of nonsensical characters and typos like 'APPTIZERS' and 'PIZZAL'.
  • Small icons for food are somewhat repetitive/low-detail compared to Model B.

Seedream 5.0 Lite

  • + Near-perfect text rendering with zero spelling errors and coherent menu items.
  • + High-quality, appetizing food photography that looks very realistic.
  • + Strong use of bold sans-serif fonts and vibrant color accents as requested.
  • The layout is a bit more vertically stretched, feeling less like a printed menu and more like a sign or flyer.
  • Composition is slightly asymmetrical with large text blocks on the left and photos on the right rather than a balanced grid.

Verdict: While FLUX.1 [schnell] FP8 captures the physical form of a menu better, Seedream 5.0 Lite is the superior choice due to its perfect text rendering and high-fidelity photography. Seedream 5.0 Lite successfully followed complex instructions for font types, specific food items, and vibrant accents without any spelling errors, making it highly usable for a design mock-up.

Magic Burger Explosion: Fiery Photorealism Challenge

Text-to-Image

“Ad for 'Magic Burger'. Dynamic, exploded burger with all components (bun, patty, cheese, lettuce, tomato, sauce) suspended in mid-air. Emphasize photorealistic detail and a sense of motion. Dark, fiery background with glowing embers. Integrate text: 'MAGIC BURGER' as a prominent title, 'LIMITED TIME ONLY' as a secondary message, and '€6.99' in a starburst, all rendered with a fiery, glowing effect.”

FLUX.1 [schnell] FP8
Seedream 5.0 Lite

AI Judge Analysis

FLUX.1 [schnell] FP8

  • + Clean high-contrast background with literal flame elements
  • + Vibrant colors on the burger ingredients
  • Failed the core request for an 'exploded' view where components are separated
  • Multiple severe spelling errors in the secondary text
  • Price is incorrect and not integrated into the starburst properly

Seedream 5.0 Lite

  • + Perfectly captures the 'exploded' burger layout with separated components
  • + Accurate rendering of all requested text with the specified glowing effect
  • + Higher quality photorealistic textures on the tomatoes and patty
  • The price starburst is slightly thin and feels a bit digital compared to the photographic elements

Verdict: Seedream 5.0 Lite followed all instructions perfectly, including the difficult 'exploded' layout and accurate spelling of all text elements. In contrast, FLUX.1 [schnell] FP8 failed to separate the burger components and contained multiple typos and price inaccuracies.

Chalkboard Menu

Text-to-Image

“Handwritten-style chalkboard menu in a cozy café, all text rendered in the exact same realistic chalk handwriting style with natural variations in letter size, slight slant, and chalk texture — no printed or digital fonts anywhere on the board. Title at the top in elegant cursive chalk handwriting: ‘TODAY’S SPECIALS – APRIL 30, 2026’. Below it, three menu items also in the same handwritten chalk style: ‘Truffle Mushroom Risotto – $24’, ‘Grilled Octopus with Lemon & Herbs – $28’, ‘Brown Butter Chocolate Chip Cookies – $9’. At the very bottom, smaller text in the identical handwritten chalk style (slightly smaller but still clearly legible with the same handwriting characteristics): ‘All items made fresh daily • Ask about our gluten-free options’. Warm ambient café lighting, visible chalk dust and smudges, realistic handwriting imperfections, no clean printed text anywhere.”

FLUX.1 [schnell] FP8
Seedream 5.0 Lite

AI Judge Analysis

FLUX.1 [schnell] FP8

  • + Captures the chalkboard and frame aesthetic well.
  • + Correctly renders the date in the title.
  • Serious spelling errors and repetitive text lines.
  • The handwriting looks more like a digital marker than chalk.
  • Fails to render the complete and correct menu items or prices requested.

Seedream 5.0 Lite

  • + Excellent chalk texture and realistic handwriting variation.
  • + Follows the prompt for specific menu items and pricing much more accurately.
  • + Excellent chalkboard weathering and background details.
  • Slight spelling errors on 'Herbs' (Heriss) and 'Butter' (Beliter).
  • Did not use 'elegant cursive' for the title as requested.

Verdict: Seedream 5.0 Lite is the clear winner as it provides a realistic chalk texture and follows the specific menu items much more closely than FLUX.1 [schnell] FP8. While FLUX.1 struggled with severe repetition and gibberish text, Seedream 5.0 Lite produced a cohesive, legible, and atmospheric menu board with only minor spelling deviations.

The Reversed Rodeo

Text-to-Image

“Horse riding astronaut in space — horse on top, not vice versa. Surreal, highly detailed, cinematic.”

FLUX.1 [schnell] FP8
Seedream 5.0 Lite

AI Judge Analysis

FLUX.1 [schnell] FP8

  • + Successfully followed the difficult spatial instruction of having the horse on top of the astronaut/equipment
  • + High quality cinematic lighting and textures
  • + Deeply surreal and creative composition
  • Anatomy of the second horse head is confusing and merged with the first
  • Astronaut is represented by a machine/pack rather than a person
  • Low-resolution background planet edge

Seedream 5.0 Lite

  • + Vibrant and colorful nebula background
  • + Clean rendering of the astronaut suit
  • + Good anatomical detail on the horse
  • Completely failed the negative constraint to have the horse on top
  • Generic interpretation of the prompt
  • Unrealistic scale of the Earth in the background

Verdict: FLUX.1 [schnell] FP8 is the clear winner because it successfully interpreted the challenging 'horse on top' spatial constraint, whereas Seedream 5.0 Lite defaulted to the standard 'astronaut riding horse' trope. FLUX.1 [schnell] FP8 also captures the requested surreal atmosphere more effectively, despite some anatomical merging of the horses.

The Capybara Taxi Driver

Text-to-Image

“Photorealistic scene inside a yellow New York taxi at night. A capybara is driving, wearing a yellow taxi driver cap and a dark jacket. It has a calm, professional expression and both front paws on the steering wheel. In the back seat sits a human businesswoman in a coat, looking at her phone with a completely normal, bored expression (as if this is just another normal ride). Through the windows you can see the streets of Manhattan at night with blurred lights. Realistic taxi interior, photorealistic, detailed fur and fabric, 35mm lens, night lighting with reflections, shallow depth of field.”

FLUX.1 [schnell] FP8
Seedream 5.0 Lite

AI Judge Analysis

FLUX.1 [schnell] FP8

  • + Excellent character placement and clear text on the taxi cap
  • + Good lighting consistency between the interior and exterior
  • The passenger is holding two phones simultaneously
  • Incorrectly positioned in what looks like the passenger seat for a left-hand drive vehicle

Seedream 5.0 Lite

  • + Superior photorealistic texture on the capybara's fur and the taxi interior
  • + Accurate spatial composition with the driver and passenger in the correct seats
  • + High level of detail on the dashboard and city background
  • The capybara's claws look slightly more aggressive than professional
  • Minor distortion on the passenger's left hand

Verdict: Seedream 5.0 Lite is the clear winner for its superior photorealism, correct vehicle perspective, and adherence to the 'bored' expression for the passenger. While FLUX.1 [schnell] FP8 produced a clean image, it failed on basic logic by giving the passenger two phones and placing the steering wheel in a confusing position.

The Halloween Invitation

Text-to-Image

“Vintage gothic Halloween party invitation. Dark parchment poster, spooky border with webs and thorns, central glowing jack-o-lantern, bats, twisted trees, moody night sky. Add elegant gothic title text saying "Halloween Party Invitation", a small scroll banner saying "You are invited to a night of frights", and event details at the bottom: Date: 30.10.2026 Time: 7pm Location: The Arches, NYC Spooky but polished, cinematic lighting, square format.”

FLUX.1 [schnell] FP8
Seedream 5.0 Lite

AI Judge Analysis

FLUX.1 [schnell] FP8

  • + Features a vibrant glowing jack-o-lantern.
  • + Captures a dark, moody atmosphere with a silhouetted tree line.
  • Numerous spelling errors in the invitation text.
  • Fails to include webs and thorns in the border as requested.

Seedream 5.0 Lite

  • + Excellent text rendering with no spelling errors.
  • + Perfectly follows all prompt details including the thorn and web border.
  • + Great use of parchment texture and gothic typography.
  • The white spider webs are slightly repetitive and look like stamps or overlays.

Verdict: Seedream 5.0 Lite followed every instructional detail of the prompt, including the specific border elements and perfectly legible event text. FLUX.1 [schnell] FP8 struggled significantly with the text rendering and missed the specific request for thorns and webs, resulting in a less accurate invitation.

Isometric Miniature Diorama Scenes

Text-to-Image

“Create a clear, 45° top-down isometric miniature 3D cartoon scene of Japan's signature dish: sushi, with soft refined textures, realistic PBR materials, gentle lighting, on a small raised diorama base with minimal garnish and plate. Solid light blue background. At top-center: 'JAPAN' in large bold text, 'SUSHI' below it, small flag icon. Perfectly centered, ultra-clean, high-clarity, square format.”

FLUX.1 [schnell] FP8
Seedream 5.0 Lite

AI Judge Analysis

FLUX.1 [schnell] FP8

  • + Excellent 3D modeling of the sushi rice and fish textures
  • + Clean isometric perspective with a multi-layered diorama base
  • + Appealing soft lighting and color palette
  • Text rendering is failed, displaying 'JAPAN JAPAN' with stylized errors
  • Missing the requested 'SUSHI' text
  • Flag icon is integrated poorly into the misspelled text

Seedream 5.0 Lite

  • + Perfect adherence to text requirements with 'JAPAN' and 'SUSHI' clearly rendered
  • + Clean and accurate Japanese flag icon
  • + Accurate representation of diverse sushi types and garnishes
  • Lighting is a bit more clinical compared to the soft glow in Model A
  • The 'sushi' text and flag are floating somewhat haphazardly rather than integrated

Verdict: Model B (Seedream 5.0 Lite) is the clear winner as it followed every part of the prompt, specifically the complex text and icon requirements which Model A (FLUX.1 [schnell] FP8) failed. While FLUX.1 produced more sophisticated textures and lighting, Seedream provided a complete and accurate composition that includes all requested words and symbols.

Adorable Baby Animals in Sunny Meadow

Text-to-Image

“Hyper-photorealistic scene of fluffy baby animals—a golden retriever puppy, tabby kitten, baby bunny, and red fox kit—with big expressive eyes and ultra-detailed soft fur, playfully chasing butterflies and tumbling together in a lush wildflower meadow, warm golden sunrise light with god rays and dew sparkles, joyful wholesome vibe, 8K masterpiece.”

FLUX.1 [schnell] FP8
Seedream 5.0 Lite

AI Judge Analysis

FLUX.1 [schnell] FP8

  • + Strong bokeh effect and vibrant colors
  • + Detailed fur textures
  • + Consistent backlighting and god rays
  • Failed to include a rabbit/bunny
  • Generated too many kittens and fox-like hybrids instead of a distinct set as requested
  • Leans toward a digital illustration style rather than hyper-photorealism

Seedream 5.0 Lite

  • + Perfect adherence to the prompt including all four specific animals
  • + Captures the 'tumbling' and 'playful' interaction accurately
  • + Includes clear dew sparkles as requested in the foreground
  • The fox kit looks slightly more like a plush toy than a real animal
  • Lower resolution/softness in the background elements compared to Model A

Verdict: Seedream 5.0 Lite is the clear winner as it successfully included all four requested animals (puppy, kitten, bunny, and fox), whereas FLUX.1 [schnell] FP8 failed to generate a bunny and instead duplicated kittens. Seedream 5.0 Lite also better captured the 'tumbling' action and specific details like the dew sparkles mentioned in the prompt.

Vintage Cafe Logo

Text-to-Image

“Vintage minimalist restaurant logo for "Caffè Florian", retro cloche dome with steam and "Est. 1720" banner, classic typography, warm brown and cream tones, subtle texture on light background, vector emblem style.”

FLUX.1 [schnell] FP8
Seedream 5.0 Lite

AI Judge Analysis

FLUX.1 [schnell] FP8

  • + Ornate and complex vector style
  • + Accurate color palette
  • + Good use of subtle background texture
  • Failed text rendering with major spelling errors
  • Misinterpreted cloche as a architectural dome

Seedream 5.0 Lite

  • + Excellent text accuracy and legibility
  • + Correct interpretation of a restaurant cloche dome
  • + Clean, minimalist composition perfectly following the prompt
  • Subtle texture is a bit blotchy rather than paper-like
  • Typography for the main title is slightly generic

Verdict: While FLUX.1 [schnell] FP8 offers a more ornate artistic style, it completely fails at the specific text requirements and misinterprets the primary subject (cloche) as a building dome. Seedream 5.0 Lite successfully follows every part of the prompt, providing a clear, accurate, and professional-looking logo with perfect spelling.

Apollo 11: Journey to Tranquility

Text-to-Image

“Create a clean, modern vector infographic poster about the Apollo 11 mission. NASA-inspired palette (navy, white, muted red, light gray). Flat-vector style, crisp lines, consistent iconography, subtle gradients only. Steps (stop at landing): 1. Launch (Saturn Vicon) 2. Earth Orbit (Earth + orbit ring icon) 3. Translunar (trajectory arc icon) 4. Lunar Orbit (Moon + orbit ring icon) 5. Descent (lunar module descending icon) 6. Landing (lunar module on the surface icon) Small supporting elements (minimal text): • Crew strip: three silhouette icons with only last names: Armstrong, Aldrin, Collins. • Landing site marker: Moon pin labeled "Tranquility" only. Layout constraints: generous margins, large readable labels, clean background with subtle stars. Vector-only, print-poster look, high resolution.”

FLUX.1 [schnell] FP8
Seedream 5.0 Lite

AI Judge Analysis

FLUX.1 [schnell] FP8

  • + Stronger adherence to the flat-vector aesthetic with a modern UI-style layout.
  • + Successful use of the requested NASA-inspired muted color palette.
  • + Crisp text rendering for the main title.
  • Nonsensical text for secondary descriptions and labels.
  • Failed to provide recognizable specific icons for launch and translunar phases.
  • The composition feels cluttered and lacks a clear sequential flow for the six steps.

Seedream 5.0 Lite

  • + Excellent adherence to all six specific steps requested in the prompt.
  • + Superior logical flow and icon consistency, making it a functional infographic.
  • + Highly legible and accurate text, including specific mission names like 'Tranquility' and crew names.
  • The style is slightly less 'flat' than requested, incorporating more detailed shading on the lunar module.
  • The Saturn V icon is a bit generic compared to the high-quality lunar module icons.

Verdict: Seedream 5.0 Lite is the clear winner as it followed the complex structural requirements of the prompt perfectly, delivering all six requested steps with accurate iconography and legible text. FLUX.1 [schnell] FP8 captured the 'flat-vector' aesthetic well but failed to execute the specific informational content, resulting in a layout filled with gibberish and missing steps.

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