usulpro
/
banatie-content
1
0
Fork 0
Code Issues Pull Requests Packages Projects Releases Wiki Activity
banatie-content/research/trends/top-ai-models-henry-article...

22 KiB
Raw Blame History

Top AI Image Models for Professionals - Research for Henry's Article

Date: 2025-12-28
Purpose: Personal brand content, показать экспертизу, лёгкая вдохновляющая заметка
Tone: Henry помнит свои боли, делится опытом, рекомендует: "выберите одну модель"
Format: С картинками "вот что можно", приятная для чтения

Executive Summary

Топ-5 моделей для статьи:

Model Best For Monthly Searches Why Include
Flux.2 Character consistency, pro workflows 390 ("flux prompts") NEW (Nov 2025), multi-reference
SDXL Artistic styles, speed 70 ("sdxl prompts") Classic, versatile
Imagen 4 Photorealism 3,600 ("imagen prompts") ⭐ SEO opportunity
Nano Banana Pro Editing, transformations Part of Imagen Unique editing angle
Seedream 4.0 Text rendering, data viz — #1 leaderboard, trendy

SEO Strategy:

  • Primary target: "imagen prompts" (3,600/mo, LOW competition)
  • Secondary: "flux prompts" (390/mo, LOW competition)
  • Awareness: "best ai image generator" (33,100/mo, HIGH comp - для shares)

Article Angle: "I remember spending weeks comparing models. Here's what I learned: pick ONE and master it. Here are the top 5 I'd recommend..."

1. Flux.2 (Black Forest Labs)

Status & Positioning

  • Released: November 2025 (VERY fresh)
  • Company: Black Forest Labs
  • Version: Flux.2 Pro
  • Pricing: Varies by tier

Key Strengths (What Professionals Use It For)

🎯 Character Consistency Across Images

"Multi-reference consistency - same character across multiple images"

Use cases:

  • Sequential art, comics, manga
  • Brand mascot generation
  • Character design iterations
  • Professional workflows requiring consistency

🎨 Photorealistic Quality

  • Perfect text rendering
  • 4MP output resolution
  • Professional studio-quality results
  • Open-source VAE for customization

⚡ Technical Advantages

  • Structured prompting (prioritizes first 5-10 words)
  • Works with LoRAs and fine-tuning
  • Professional production pipelines

Weaknesses (Henry Should Acknowledge)

"Flux doesn't understand prompts about overall style. If you tell it 'in the style of 1950s noir' it just ignores it"

  • Weak on artistic styles (needs LoRAs)
  • Hard to fine-tune (distillation issues)
  • Slower than SDXL

Prompting Strategy

Key principle: Structure matters - first words are prioritized

Prompt Templates:

1. Professional Portrait (Photorealism)

Professional model, mid-30s, holding Armani fragrance bottle at chest height, natural smile, soft studio lighting, cream background, shot on 85mm lens at f/2.8

2. Product Photography (Studio Quality)

Black cat hiding behind a watermelon slice, professional studio shot, bright red and turquoise background with summer mystery vibe

3. Cinematic Scene (Character Focus)

Gritty cinematic 8K photorealistic shot, Dutch angle, as if captured mid-movement on an iPhone 15 Pro, 26mm lens, f/1.8, ISO 3200, 1/45s, showing a young woman in urban setting

Structured Format (Advanced):

Scene: Modern kitchen, sunlight from the left
Subject: Chef plating a dish on a marble countertop  
Style: Clean, editorial, shallow depth of field

Henry's Take: "Flux.2 is my go-to when I need the same character across multiple images. The consistency is unreal - finally solved the 'every generation looks different' problem."

2. Stable Diffusion XL (SDXL)

Status & Positioning

  • Released: 2023 (Mature, battle-tested)
  • Company: Stability AI
  • License: Open-source
  • Resolution: 1024x1024
  • Cost: FREE (self-hosted)

Key Strengths

🎨 Artistic Style Understanding

"SDXL has a more consistent style, whereas Flux renders diverse styles"

Use cases:

  • Artistic illustrations
  • Anime/manga generation
  • Style-specific work ("in the style of...")
  • Custom fine-tuning for brands

⚡ Speed & Efficiency

  • Much faster than Flux
  • Lower compute requirements
  • Great for rapid iteration
  • Desktop-friendly (12GB VRAM)

🛠️ Customization

  • Full open-source control
  • Fine-tune on custom datasets
  • Massive checkpoint library (Civitai)
  • Works out-of-box without LoRAs

🎯 "Personal Assistant" Feel

"Like personal assistant who draws in MY style" (vs Flux = "commission artist in their own style")

Weaknesses

  • Inferior photorealism vs Flux
  • Worse hand anatomy
  • Less precise prompt adherence

Prompting Strategy

Key principle: Style keywords work well, artistic direction appreciated

Prompt Templates:

1. Artistic Portrait (Style-Heavy)

A woman with black armored uniform, futuristic, giant robot, inspired by Krenz Cushart, neoism, kawacy, wlop, gits anime

2. Luxury Product (Professional)

Breathtaking shot of a luxury handbag, elegant, sophisticated, high-end, luxurious, professional, highly detailed, dramatic lighting

3. Stylized Scene (Artistic)

Farmer portrait in a field at sunset, warm natural backlighting highlighting the fields, wide-angle lens to include expansive farm background, farmer leaning on tractor, proud and relaxed demeanor

Style Preset Pattern:

[Subject] created in [Style Name] style, utilizing [color scheme] and [lighting type] to highlight the [theme]

Example:

Energy drink can created in Neon Punk style, utilizing vibrant neon colors and sharp contrasts to highlight the futuristic theme

Henry's Take: "SDXL is where I started. It's forgiving, fast, and when you tell it 'make it look like 80s sci-fi' - it actually listens. Plus, it's free if you run it locally."

3. Imagen 4 (Google DeepMind)

Status & Positioning

  • Released: May 20, 2025 (Google I/O)
  • Company: Google DeepMind
  • Version: Imagen 4 / Imagen 4 Ultra
  • Cost: ~$0.06/generation

Key Strengths

📸 Photorealism Champion

"For portraits and people, Imagen 4 delivers some of the most convincing results"

Use cases:

  • Portrait photography
  • Product photography
  • Commercial advertising
  • Lifestyle imagery

🎯 Prompt Adherence

  • Understands complex compositions
  • Precise detail following
  • Natural lighting and shadows
  • Exceptional skin textures

⚡ Speed

  • Fast generation (near real-time)
  • 10x faster than previous versions
  • Up to 2K resolution

Weaknesses

  • Not open-source (cloud only)
  • No fine-tuning options
  • Google's content policies apply
  • Cloud dependency

Prompting Strategy

Key principle: Detailed, specific descriptions work best

Prompt Templates:

1. Professional Headshot

Professional headshot, 35mm prime lens portrait of a woman in her 20s, film noir style, blue and grey duotones, dramatic shadows on rainy street, high detail

2. Product Close-Up

Award-winning close-up of a chameleon blending into a background of vibrant, textured leaves, its eye swivelled to look directly at the camera, intricate texture of its skin changing colour is the focus, visceral details

3. Lifestyle Scene

A fluffy white Persian cat with bright blue eyes sitting gracefully on a sunlit windowsill, soft morning light streaming through lace curtains, photorealistic, high resolution

Detailed Framework:

[Subject type] of [detailed subject], [camera/lens specs], [lighting description], [mood/style], [technical details]

Example:

Candid lifestyle photograph of a chef in mid-action, 50mm f/1.4, natural window light from left, warm and inviting mood, shallow depth of field, photorealistic

Henry's Take: "When I need a photo that looks REAL - not AI-generated - Imagen 4 is the one. The lighting, the skin texture... sometimes I forget it's not a camera."

4. Nano Banana Pro (Gemini 2.5 Flash Image)

Status & Positioning

  • Released: August 26, 2025 (GA)
  • Company: Google (DeepMind)
  • Focus: IMAGE EDITING & TRANSFORMATION
  • Cost: $0.05-0.13/image
  • Enterprise: Adobe, Figma, Canva use it

Key Strengths

🎨 Conversational Image Editing

"Create and edit images with powerful control. Replace backgrounds, restore faded images, change characters' outfits - all with natural language"

Use cases:

  • Multi-turn image refinement
  • Character consistency across edits
  • Multi-image blending
  • Professional retouching workflows

🔄 Unique Editing Features

  • Regional editing - only re-synthesizes targeted area
  • Multi-image composition - blend multiple images
  • Character continuity - same subject across variations
  • Iterative refinement - conversational improvements

⚡ Production Ready

  • Adobe Photoshop Generative Fill
  • Adobe Firefly integration
  • 4K output resolution
  • Fast iterations

Weaknesses (Post-Release)

  • Over-censorship (false positives)
  • Quality degraded vs beta
  • Safety filters block creative prompts

Editing Prompts (NOT Generation)

Key principle: Start with existing image, describe transformation

🖼️ For Henry's Article - Editing Examples:

1. Background Transformation

[Upload image]
Transform this outdoor scene to a cozy indoor café setting, keep the subject exactly as is, add warm café lighting and coffee shop background

2. Style Transfer

[Upload image]  
Transform the image into watercolor painting style, with soft pastel tones and artistic brushstrokes, maintain original composition

3. Multi-Image Blend

[Upload 2-3 images]
Combine these images: use the person from image 1, the background from image 2, and add the lighting from image 3, create a cohesive scene

4. Character Consistency Edit

[Upload reference image]
Create variations of this character in different poses: standing confidently, sitting casually, walking forward - keep the face, outfit, and style identical

5. Product Visualization

[Upload product image]
Transform this anime character into a collectible figure product showcase: create a physical PVC figure on a clear base, add product box with character artwork behind it

6. Aspect Ratio Adaptation

[Upload image]
Change aspect ratio to 1:1 by reducing background while keeping the main subject centered and prominent

Conversational Pattern:

Initial: [Upload image] + "Make the background darker"
Follow-up: "Now add a spotlight from the left"
Refinement: "Perfect, but make the subject's expression more serious"

Henry's Take: "Nano Banana is different - it's not about generating from scratch. Upload one of your images and just... talk to it. 'Make this darker', 'add a sunset', 'blend these two' - it gets it."

5. Seedream 4.0 (ByteDance)

Status & Positioning

  • Released: 2025
  • Company: ByteDance
  • Ranking: #1 on leaderboard (1197 Elo)
  • Focus: Text rendering, versatility

Key Strengths

📊 Text Rendering Champion

"Best text rendering - charts, data viz, infographics"

Use cases:

  • Posters with text
  • Data visualization
  • Infographics
  • Marketing materials with typography

🎨 Versatility

  • Jack-of-all-trades model
  • Artistic styles + photorealism
  • Reference-based generation
  • Budget-friendly

💰 Cost

  • Cheaper than Nano Banana
  • Credit-based pricing
  • Up to 4K resolution

Weaknesses

  • Less documentation vs others
  • Smaller community
  • Availability varies by platform

Prompting Strategy

Key principle: Leverage text rendering and versatility

Prompt Templates:

1. Text-Heavy Design

Create a motivational poster with bold text "DREAM BIG" in modern sans-serif font, vibrant gradient background from #47FF8A to #E0FF47, minimalist design

2. Data Visualization

Professional infographic showing quarterly sales data, clean layout with bar charts, use color scheme #F22E63 for headers, #090979 to #4BC6FF gradient for background, modern corporate style

3. Product with Typography

A flower vase with smooth gradient from turquoise to lime green, on wooden table, with "BLOOM" text integrated in elegant script, natural lighting, product photography style

Henry's Take: "Seedream surprised me - it's the model I reach for when text needs to be PERFECT. Posters, social graphics, anything with typography."

SEO Strategy & Keywords

Primary Targets (HIGH Opportunity)

1. "imagen prompts" - 3,600/month

  • LOW competition (index: 2)
  • CPC: $3.56 (high commercial intent)
  • Target with Imagen 4 section

2. "flux prompts" - 390/month

  • LOW competition (index: 1)
  • CPC: $0.89
  • Target with Flux.2 section

3. "sdxl prompts" - 70/month

  • LOW competition
  • Natural fit for SDXL section

Secondary Targets (Awareness)

4. "best ai image generator" - 33,100/month

  • HIGH competition (index: 72)
  • Don't optimize for it, but mention for shares
  • Use in social promotion

5. "ai model selection" - 20/month

  • LOW competition (index: 9)
  • Natural article theme

Long-Tail Opportunities

From research:

  • "professional ai image generation"
  • "character consistency ai model"
  • "photorealistic ai prompts"
  • "ai image editing tutorial"

Article Structure Recommendation

Title Options

SEO-Focused:

  1. "Best AI Image Generation Prompts: Flux, SDXL, Imagen 4 Guide"
  2. "5 Top AI Models for Professional Image Generation (With Prompts)"
  3. "Imagen 4 vs Flux vs SDXL: Prompts & Examples Guide"

Personal Brand:

  1. "I Tested 5 AI Models So You Don't Have To - Here's What I Learned"
  2. "Stop Model-Hopping: How I Finally Chose ONE AI Image Generator"
  3. "The AI Image Models I Actually Use (And Why You Should Too)"

Compromise (SEO + Personal): ✅ "Which AI Image Model Should You Choose? I Tested Flux, SDXL, Imagen 4, and More"

Suggested Structure

# Introduction (Personal Story)
"I remember spending weeks comparing models, generating hundreds of test images, switching between platforms. Sound familiar? Here's what I wish someone had told me at the start..."

**Hook:** "Pick ONE model and master it."

# The Models I Actually Recommend

## 1. Flux.2 - For Character Consistency
[What it's best for]
[Example prompts with images]
[When I use it]

## 2. SDXL - For Artistic Freedom  
[What it's best for]
[Example prompts with images]
[When I use it]

## 3. Imagen 4 - For Photorealism
[What it's best for]
[Example prompts with images]  
[When I use it]

## 4. Nano Banana - For Editing & Iteration
[What it's different - EDITING not generation]
[Example editing workflows with before/after]
[When I use it]

## 5. Seedream 4.0 - For Text & Graphics
[What it's best for]
[Example prompts with images]
[When I use it]

# My Honest Take: Which One Should YOU Choose?

**For beginners:** SDXL - forgiving, fast, free
**For professionals:** Flux.2 - consistency wins
**For realism:** Imagen 4 - photo-quality
**For editing:** Nano Banana - transform existing images
**For graphics:** Seedream - text rendering

# The Real Lesson

"I wasted weeks model-hopping. Here's the truth: the 'best' model is the one you actually learn to use well. Pick one based on your primary use case, spend a week mastering its prompting style, and stick with it."

# Try It Yourself

[Gallery of "generated with X model" examples]
[Links to platforms where readers can try]
[Invitation to share their results]

Visual Content Strategy

Image Requirements (For Henry to Generate)

Flux.2 Examples (2-3 images):

  • Character consistency demo: same character, 3 different poses
  • Professional portrait with perfect lighting
  • Product photography example

SDXL Examples (2-3 images):

  • Artistic style illustration
  • "In the style of..." comparison (same prompt, different styles)
  • Anime/manga character

Imagen 4 Examples (2-3 images):

  • Photorealistic portrait
  • Product close-up with natural lighting
  • Lifestyle scene

Nano Banana Examples (EDITING, not generation): IMPORTANT: Take existing Banatie images and show transformations:

  • Before → After: background replacement
  • Before → After: style transformation
  • Multi-image blend result

Seedream Examples (2-3 images):

  • Text-heavy poster
  • Infographic or data viz
  • Product with typography

Total: ~12-15 images needed

Prompt Collection for Henry to Test

Flux.2 Prompts to Try

1. Professional headshot: "Corporate executive portrait, confident smile, navy suit, soft studio lighting, neutral grey background, shot on 85mm lens at f/2.0, professional quality"

2. Character consistency: "Young adventurer character, brown leather jacket, determined expression, various poses: standing confidently, running forward, looking back over shoulder - maintain exact same face and outfit"

3. Product photography: "Premium wireless headphones on marble surface, dramatic side lighting, deep black and chrome finish, luxury tech product style, 8K detail"

SDXL Prompts to Try

1. Artistic portrait: "Portrait of a warrior woman, inspired by Artgerm and WLOP, fantasy art style, dramatic lighting, vibrant colors, digital painting aesthetic"

2. Style comparison: "Same prompt 3 times with different style tags:
   - "in the style of 1980s sci-fi movie poster"
   - "in the style of Studio Ghibli anime"  
   - "in the style of film noir photography"

3. Anime character: "Magical girl character, shoujo anime style, pastel pink and blue color scheme, sparkles and ribbons, cute and energetic expression"

Imagen 4 Prompts to Try

1. Portrait mastery: "Natural light portrait of a man in his 40s, photographed at golden hour, warm backlight creating rim light on hair, shallow depth of field, 50mm f/1.4, photorealistic skin texture"

2. Product beauty shot: "Luxury perfume bottle on silk fabric, soft diffused lighting from above, elegant reflections on glass surface, cream and gold color palette, commercial photography quality"

3. Lifestyle scene: "Morning coffee scene, hands holding ceramic mug, window light streaming in from left, cozy home interior blurred in background, warm and inviting mood, photorealistic details"

Nano Banana Editing Tasks (Start with Banatie images)

1. Background swap: Upload portrait → "Replace background with minimalist studio setting, warm grey gradient, keep subject lighting identical"

2. Style transfer: Upload product photo → "Transform to hand-drawn illustration style with watercolor texture, maintain product form and details"

3. Multi-image blend: Upload 2-3 images → "Combine: character from image 1 + environment from image 2 + lighting mood from image 3, create cohesive composition"

4. Consistency edit: Upload character → "Create three variations: casual outfit, formal attire, athletic wear - keep face and proportions identical"

Seedream Prompts to Try

1. Typography poster: "Motivational poster design, bold text 'RISE ABOVE' in modern sans-serif, vibrant orange to pink gradient background, minimalist geometric shapes, professional graphic design"

2. Infographic element: "Clean data visualization showing growth chart, use color #2C3E50 for text, #3498DB for bars, white background, modern corporate style, readable typography"

3. Product + text: "Tech product package design, smartphone mockup with 'FUTURE NOW' text overlay, sleek black and neon blue color scheme, product photography meets graphic design"

Content Distribution Plan

Where to Publish

Primary:

  • Henry's personal blog/site (if exists)
  • Dev.to (strong developer community)
  • Medium (SEO benefit)

Cross-posting:

  • LinkedIn (professional audience)
  • X/Twitter (tech community)
  • Reddit r/StableDiffusion (with care - no self-promo)

Social Snippets

For X/Twitter:

I spent weeks testing AI image models.

Here's the truth nobody tells you: 

The "best" model is the one you actually master.

My honest take on Flux, SDXL, Imagen 4, and which to choose 👇

[link]

For LinkedIn:

After generating 1000+ images across 5 different AI models, here's what I learned:

✅ Flux.2: Unbeatable character consistency
✅ SDXL: Artistic freedom and speed  
✅ Imagen 4: Photo-quality realism
✅ Nano Banana: Editing workflows
✅ Seedream: Text rendering

But the real lesson? Pick ONE and commit.

My full comparison (with prompts and examples):
[link]

Next Steps for Henry

1. Generate Images (Priority)

  • Test each prompt set (3 per model = 15 images)
  • For Nano Banana: use existing Banatie images for before/after
  • Select best 12-15 for article
  • Save with clear naming: model-name-example-1.png

2. Write Article

  • Personal intro (model-hopping story)
  • 5 model sections (format above)
  • Honest recommendation section
  • Call-to-action (share your results)

3. SEO Optimization

  • Title includes "prompts" and model names
  • Meta description targets "imagen prompts" keyword
  • H2 headers include model names
  • Alt text on images: "[model] [use case] example"

4. Distribution

  • Publish on primary platform
  • Cross-post to Dev.to, Medium
  • Share on social (snippets above)
  • Optional: Reddit (carefully)

Key Messages for Article

DO:

  • ✅ Share personal frustration with model-hopping
  • ✅ Show honest examples (good AND limitations)
  • ✅ Give clear guidance: "If X, use Y"
  • ✅ Include real prompts readers can copy
  • ✅ Emphasize: pick one and master it

DON'T:

  • ❌ Oversell Nano Banana (save for later Banatie content)
  • ❌ Claim one model is "best for everything"
  • ❌ Use technical jargon without explanation
  • ❌ Make it salesy or promotional
  • ❌ Skip the "why I chose this" personal context

Budget Used

DataForSEO API calls:

  • Search volume check 1: $0.20
  • Search volume check 2: $0.15

Total: ~$0.35

Remaining budget: $0.15 of $0.50 session limit

Files to Create

For Content Pipeline:

  1. ✅ This research file → /research/trends/top-ai-models-henry-article-2025-12-28.md

  2. NOT creating article yet - Henry will write based on this research

  3. NOT creating 0-inbox - this is for Henry's personal brand, not Banatie content pipeline

Summary

Ready to write:

  • ✅ 5 models selected (real professional usage)
  • ✅ Strengths identified
  • ✅ 3+ prompts per model (copy-ready)
  • ✅ SEO keywords validated (imagen prompts = 3,600/mo)
  • ✅ Article structure proposed
  • ✅ Visual content plan
  • ✅ Distribution strategy

Henry's action: Generate 12-15 images using these prompts, then write the personal story around them with the recommended structure.

Tone achieved: Light, inspiring, "I've been there" empathy, practical advice, non-salesy