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IMAGE Black Forest Labs Germany

Black Forest Labs FLUX

FLUX by Black Forest Labs from Freiburg, Germany - Text-to-image model family (FLUX.2 Pro, Flex, Dev, Klein) with API and open-weights options for EU-sovereign image generation.

License Apache 2.0 (FLUX.2 [klein] 4B), Open Weights (FLUX.2 [dev], FLUX.2 [klein] 9B)
GDPR Hosting Available
Context N/A Tokens
Modality Text, Image → Image

Versions

Overview of available model variants

ModelReleaseEUStrengthsWeaknessesStatus
FLUX.2 [pro] Recommended
November 2025
32-billion parameter flagship model Up to 4MP resolution with precise typography Up to 8-10 reference images simultaneously (multi-reference) 32k-token context for detailed prompts
Proprietary (API-only) Higher cost than Klein/Dev
Current
FLUX.2 [flex]
November 2025
Granular control over Guidance and Steps Ideal for experimental designers Multi-reference support
Proprietary (API-only)
Current
FLUX.2 [dev]
November 2025
Open weights for research and customization Self-hosting possible Fine-tuning capable (LoRA, DreamBooth) FP8 quantization reduces VRAM by 40%
Non-Commercial License 32B parameters require significant VRAM (90GB unquantized)
Current
FLUX.2 [klein]
January 2026
4B variant under Apache 2.0 (commercially usable) Sub-second generation on modern GPUs 4B requires only ~13GB VRAM (RTX 3090/4070) Resolutions up to 4MP
9B variant under Non-Commercial License Lower quality than [pro] on complex scenes
Current
FLUX.1.1 Pro Ultra
October 2024
Proven image quality of the FLUX.1 generation
Superseded by FLUX.2 family
Deprecated
FLUX.1 Pro
August 2024
Solid baseline quality
Superseded by FLUX.2 [pro]
Deprecated
FLUX.1 Dev
August 2024
Open weights
Superseded by FLUX.2 [dev]
Deprecated
FLUX.1 Schnell
August 2024
Open Source (Apache 2.0)
Superseded by FLUX.2 [klein] (4B, Apache 2.0)
Deprecated

Use Cases

Typical applications for this model

Marketing & Advertising
Product Visualization
Concept Art & Design
Social Media Content
E-Commerce Product Images
Storyboarding
Game Asset Creation

Technical Details

API, features and capabilities

API & Availability
Availability Public
Latency (TTFT) ~1-5s
Features & Capabilities
File Upload
Training & Knowledge
Knowledge Cutoff Early 2026
Fine-Tuning Available (LoRA, DreamBooth)
Language Support
Best Quality English
Supported Multilingual prompts
Best results with English prompts

Hosting & Compliance

GDPR-compliant hosting options and licensing

GDPR-Compliant Hosting Options
Self-Hosted
Own Infrastructure
FLUX.2 [dev] and FLUX.2 [klein] with open weights
Black Forest Labs API
EU
German company based in Freiburg im Breisgau
AWS Bedrock
eu-central-1 (Frankfurt)
FLUX.1.1 Pro Ultra available; FLUX.2 integration announced
Microsoft Foundry
EU regions available
FLUX.2 [flex] via Azure model catalog
Cloudflare Workers AI
Global (incl. EU edge)
FLUX.2 [dev] for serverless inference
fal.ai
Variable
Fast inference API
Replicate
Variable
Simple API integration
License & Hosting
License Apache 2.0 (FLUX.2 [klein] 4B), Open Weights (FLUX.2 [dev], FLUX.2 [klein] 9B)
Security Filters Moderate
Enterprise Support Yes
SLA Available Yes
On-Premise Edge-capable

innFactory AI Consulting from Rosenheim, Germany advises enterprises across the DACH region (Germany, Austria, Switzerland) on GDPR-compliant use of image generation models. FLUX by Black Forest Labs is the leading European AI alternative for image generation - developed in Freiburg im Breisgau, Germany by the founders of Stable Diffusion, with EU data residency and highest quality standards.

German AI Innovation from Freiburg im Breisgau

Black Forest Labs, headquartered in Freiburg im Breisgau, Germany, stands for European AI sovereignty. Founded by the creators behind Stable Diffusion, the company combines cutting-edge research with the strategic advantage of being a German entity. For enterprises in the DACH region, this means a world-class image generation model from a German provider that enables complete data sovereignty.

With the FLUX.2 generation (introduced in November 2025), Black Forest Labs sets new benchmarks in image generation. The family includes four variants - [pro], [flex], [dev] and [klein] (added January 2026) - covering the full spectrum from cloud API to self-hosting and on-device generation.

FLUX.2 [pro] - The New Flagship

The flagship FLUX.2 [pro] delivers photorealistic images up to 4 megapixels, based on a novel latent flow matching architecture combining a 24-billion parameter Mistral-3 vision-language model with a 32-billion parameter rectified flow transformer:

  • 32k token context window for detailed, multi-part prompts
  • Multi-reference: Up to 8-10 reference images simultaneously for consistent characters, products, and styles
  • Clean typography: Precise text rendering, even at small sizes
  • Photorealism: Realistic lighting and physics, eliminating the “AI look”

FLUX.2 [klein] - Open Source for Edge & Consumer Hardware

In January 2026, Black Forest Labs released FLUX.2 [klein], the fastest variant in the family:

  • Sub-second generation on modern GPUs
  • 4B variant under Apache 2.0 - free for commercial use
  • 9B variant under Non-Commercial License
  • Only ~13 GB VRAM for the 4B variant - runs on RTX 3090/4070

Current Model Overview

ModelFocusLicenseStatus
FLUX.2 [pro]Highest quality, multi-referenceProprietary (API)Recommended
FLUX.2 [flex]Granular control for designersProprietary (API)Current
FLUX.2 [dev]Research, fine-tuning, self-hostingOpen WeightsCurrent
FLUX.2 [klein]Speed, edge, on-deviceApache 2.0 / Open WeightsCurrent

Deprecated Models

The following FLUX.1 generation models continue to be supported but have been superseded by the FLUX.2 family:

  • FLUX.1.1 Pro Ultra - superseded by FLUX.2 [pro]
  • FLUX.1 Pro - superseded by FLUX.2 [pro]
  • FLUX.1 Dev - superseded by FLUX.2 [dev]
  • FLUX.1 Schnell - superseded by FLUX.2 [klein] (4B, Apache 2.0)

Key Strengths

German Company - Maximum EU Sovereignty

  • Headquartered in Freiburg im Breisgau: German company, German law
  • Full Data Sovereignty: EU-based infrastructure via AWS Bedrock Frankfurt
  • GDPR-compliant: No data transfer to third countries required
  • Made in Germany: Developed by Stable Diffusion founders

Technical Excellence

  • Photorealistic Quality: FLUX.2 [pro] sets benchmarks at 4MP with multi-reference support
  • Scalable Performance: From the edge-friendly [klein] (4B) to the 32B-parameter [pro]
  • Advanced Typography: Precise text rendering in generated images
  • Prompt Adherence: Reliable execution of complex instructions

Open Source and Flexibility

  • FLUX.2 [klein] 4B: Fully Open Source under Apache 2.0 (commercially usable)
  • FLUX.2 [dev] / [klein] 9B: Open weights for research and customization
  • Fine-Tuning: LoRA and DreamBooth support for the open models
  • Full Control: On-premise deployment without API dependency

Availability and Integration

Cloud Platforms

AWS Bedrock (eu-central-1, Frankfurt):

  • FLUX.1.1 Pro Ultra available with full EU data residency
  • Native integration into AWS infrastructure
  • Enterprise-grade security and compliance
  • FLUX.2 integration on the roadmap

Microsoft Foundry / Azure AI Foundry:

  • FLUX.2 [flex] in the model catalog
  • Granular control for designer workflows
  • EU regions available

Black Forest Labs API (api.bfl.ml):

# Direct API usage
curl -X POST "https://api.bfl.ml/v1/flux-2-pro" \
  -H "Authorization: Bearer $BFL_API_KEY" \
  -d '{
    "prompt": "Professional product photography...",
    "width": 2048,
    "height": 2048
  }'

Additional Platforms:

  • fal.ai: Fast inference API with low latency
  • Replicate: Simple API integration and scaling
  • Cloudflare Workers AI: FLUX.2 [dev] globally available
  • Microsoft Foundry: FLUX.2 [flex] via Azure model catalog

Self-Hosting (On-Premise)

For maximum data control, multiple open-source options are available:

FLUX.2 [klein] 4B (Apache 2.0):

  • Fully open license for commercial use
  • Download via HuggingFace
  • Only ~13 GB VRAM (RTX 3090/4070)
  • Sub-second generation on modern GPUs

FLUX.2 [dev] (Open Weights):

  • 32B-parameter flagship of the open models
  • FP8 quantization reduces VRAM by 40%
  • Self-hosting on own servers
  • Fine-tuning with LoRA and DreamBooth
  • Non-Commercial License applies

Workflow Integration

  • ComfyUI / Automatic1111: Native support
  • Python SDK: Official integration
  • REST API: Standard HTTP interface
  • Batch Processing: Optimized for mass generation

Use Cases

Marketing and E-Commerce

  • Product visualization in photorealistic quality
  • Social media content production at scale
  • A/B testing of campaign visuals
  • Personalized customer communication

Design and Creativity

  • Rapid prototyping of concepts
  • Mood boards and storyboarding
  • Iterative design with fast feedback
  • Variant generation for product lines

Enterprise and Automation

  • Automatic image generation for product databases
  • Dynamic content for personalized websites
  • Workflow integration with n8n or Make
  • Scalable content pipelines with GDPR compliance

Our Recommendation

As a German AI consulting company, we especially recommend FLUX for organizations that value data sovereignty and European technology. The decisive advantage: Black Forest Labs is a German company based in Freiburg im Breisgau.

For Highest Quality Requirements:

  • FLUX.2 [pro] delivers photorealistic 4MP images with multi-reference (8-10 images) and 32k-token context
  • Available via the BFL API with EU data processing

For Experimental and Production-Grade Design:

  • FLUX.2 [flex] offers granular control over Guidance and Steps
  • Available via the BFL API and Microsoft Foundry

For Self-Hosting and Compliance:

  • FLUX.2 [klein] 4B (Apache 2.0) for commercial edge and on-device deployment
  • FLUX.2 [dev] (Open Weights) for research and fine-tuning
  • Full GDPR control in own infrastructure
  • No data leaves your network

We are happy to advise you on optimal FLUX integration into your workflows and support technical implementation - whether cloud, hybrid, or fully on-premise.

Cost estimation for this model

For up-to-date token pricing, model variants and EU availability, see our sister project ai-prices.eu. It helps you compare and estimate the operational cost of leading AI models for your specific use case.

Compare prices on ai-prices.eu

ai-prices.eu is a project by innFactory AI Consulting GmbH and provides transparent cost estimates for leading AI models.

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