For enterprises, true transformation isn't about adopting a new tool; it’s about reshaping workflows in ways that deliver measurable ROI and empower employees. To achieve this, organizations need solutions that integrate seamlessly with how their teams already work, while providing the right balance of control and safety to scale with confidence.

Today, we're excited to announce our latest platform release that brings unprecedented control, flexibility, and customization to enterprise visual AI workflows and applications. This release strengthens Bria's position as the trusted Visual AI platform for businesses that need safe, rights-clear models with builder-grade flexibility and control over their workflows and outputs.

What's New: Platform Release Overview

1. Tailored Generation - The Most Comprehensive Enterprise Fine-Tuning Solution in the Market

Fine-tuning has long been crucial for enterprises seeking to maintain brand consistency while leveraging the creative potential of Visual AI. Yet, the market has lacked a truly comprehensive LoRa fine-tuning solution — one that combines the enterprise-grade safety, control, and flexibility organizations require.

With Tailored Generation, we are setting a new standard for enterprise fine-tuning.
Our platform empowers organizations to build on-brand AI content machines internally or externally, spanning the full lifecycle from model training to inference, with the customizability, control, and safety needed to fit their unique use case and technical expertise. Whether an enterprise requires automated training, advanced parameter control, or direct access to open-source models and weights, Bria provides the right tools for every level of expertise and every enterprise use case, ensuring the ability to build a safe, production-ready, and on-brand AI content at scale. And with the flexibility to develop and deploy in any tech stack or workflow, enterprises can seamlessly integrate Tailored Generation into their existing environments and innovate without disruption.

What’s New in Tailored Generation:

Training & Evaluation Enhancements

• Self-Service Expert Mode Training
  Granular parameter control for teams who are familiar with fine-tuning. Adjust parameters, upload large datasets with automatic captions where necessary, and experiment with multiple training flows and model variations—all without the burden of infrastructure management.

• Evaluation Playground
  Experiment and compare up to four models or checkpoints side by side to quickly identify the best-performing version.

• Version Control
  Every training parameter is now automatically stored for traceability and reproducibility, ensuring full oversight of training experiments.

• Powered by Bria 3.2 T2I
  Both Automatic (“Max”) and Expert training modes now leverage the latest Bria 3.2 text-to-image model, delivering superior aesthetics and stronger text rendering.

From Training to Deployment, Your Way

• A Model Training Solution for Every Level of Expertise:
  Bria is designed to fit your team's technical expertise. AI researchers can gain direct access to code and weights, while technical builders can use Expert Mode for granular, parameter-level control. Creative professionals can leverage automated training without prior training experience.

• Training Access Options
  Fine-tune directly via Bria’s Platform UI, API, or an embeddable iframe (coming soon), giving teams and customers the flexibility to integrate Tailored Generation into their preferred workflows.

• End-to-End On-Brand Model Lifecycle
  Manage the complete pipeline, from dataset preparation, training (fine-tuning), evaluation, and versioning, all the way to deployment via the Bria Visual AI platform.

• Flexible Deployment
  Deploy where your teams need it most: through API, MCP, iFrame, ComfyUI, Photoshop, or Figma plugins, on-prem, in private cloud, or public cloud environments.

  

  ---

   

  Training Method 

  
  

  Select Fully Automated to let Bria optimize training for you, or choose Expert to manually fine-tune your LoRa model with curated datasets and custom parameters. Training is available via the Bria Platform UI, API, and embedded iframe (soon), giving you flexibility across workflows.

   

  Create a Dataset for Your Model

  

  In the automated training method, upload up to 200 images for quick training, while the Expert training method supports up to 5,000 images for advanced fine-tuning. For best results, keep your dataset consistent and cohesive in style, structure, and visual elements, since larger datasets can introduce variety that reduces overall consistency.

   

  Set Up Expert Training

  

  Define your training parameters by setting the model name, base model, rank, learning rate, and total steps. Choose learning rate schedulers and checkpoint intervals to tailor the training process.

   

  Evaluate and Optimize Models

  

  Use the evaluation playground to test up to 4 models side by side, experimenting with prompts, steps, and model checkpoints. Once you’ve identified the best-performing model, seamlessly deploy it into production to power your workflows.

  * Existing models remain untouched. To try the new tailored generation expert mode, simply duplicate your trained model and retrain it.

Proven Impact, Built for Enterprises

With Tailored Generation, enterprises achieve measurable business outcomes while ensuring brand and IP safety at every step:

• 10× on-brand content velocity with 100% brand compliance 

• Up to 90% faster time-to-market

• Up to 75% lower cost per asset

Deploy with Confidence

Bria AI is purpose-built for commercial use, delivering safe and sovereign AI that organizations can trust:

• IP Safe & Indemnified: Our Platform is trained on 100% licensed data, and we provide enterprise indemnity, removing copyright and privacy risk.

• Governance & Auditability: EU AI Act-aligned with data traceability report. 

• Safe by Design:  Built-in content moderation, configurable guardrails, and bias & equity tools ensure responsible, brand-safe outputs.
  
  
• Enterprise Visibility & Control: Centralized user/org management, fine-grained keys & sub-token control, SSO/MFA, data isolation, and usage dashboards.

Together, these capabilities make Tailored Generation the most comprehensive, flexible, and safe fine-tuning solution for enterprise,  accelerating on-brand content production, protecting brand integrity, and ensuring compliance without compromise.

2. Visual AI Editing  - Advanced AI Background Replacement: 

Background replacement might sound simple, but in practice, it's one of the most challenging aspects of product photography and creative production. Different use cases demand different approaches, so we now offer three background replacement modes, giving teams the flexibility to balance speed, quality, and control

• High_control mode (New) – Delivers sharper details, stronger prompt alignment, and richer context-awareness. It enhances background variety and seamlessly integrates text into visuals—ideal for generating detailed, complex scenes.
  

• base mode – Clean, aesthetic backgrounds, great for simple prompts.
  

• fast mode – The same core capabilities as Base, but optimized for speed when quick turnaround is critical.
  
  

  These modes also enhance Product Shot Editing endpoints that use Replace Background as a building block, ensuring consistent quality, control, and speed wherever they’re applied

Sparkling Soda Can Studio Shot 

Laundry Gel Product Shot

Luxury Perfume Bottle Product Shot

3. Figma Plugin: Bringing Visual AI Power to Creative Workflows

Creative and marketing teams shouldn't have to leave their tools to use Visual AI. With Bria’s new Figma plugin, the full power of Visual AI: Image Generation, AI Editing, and Tailored Generation is now available via a Figma plugin.

This means faster campaign iterations, streamlined localization, and consistently on-brand assets, all without switching tools or relying on external workflows. By meeting teams where they already work, we remove friction from the creative process and enable enterprises to combine creative speed with the brand governance and control enterprises require.

Because every enterprise is unique, Bria flexes to fit your world. From open weights, APIs, MCP, and iFrames to ComfyUI and plugins for Photoshop and Figma, Bria integrates into the tools you already use. And with deployment options across public cloud, private cloud, and on-premises, Bria gives you the freedom to build and innovate without compromise.

See our Figma Plug-in in action:

➡️Learn More About Our Integration Methods 

➡️Get the Bria AI Plugin on Figma Marketplace

Looking Ahead

This release represents our continued commitment to solving real commercial challenges with Visual AI. As regulations evolve and content demands grow, enterprises need partners who understand both the technology and the business imperatives behind it.

Bria isn't just another AI tool; it's a platform built for the realities of enterprise deployment. Safe, sovereign, and builder-first, we're here to help you transform without compromising on control, compliance, or creativity.

Getting Started: Your Path to Visual AI Transformation

Ready to see what Bria can do for your organization?

➡️ Start building with 1,000 free API calls
➡️ Schedule a demo with an expert
➡️ Join our Discord community

Follow us on X and LinkedIn for the latest updates and join the conversation about the future of enterprise visual AI.

Ready to build an on-brand AI content machine in hours instead of months

 Start building with Bria's Platform - includes 1,000 free API calls!

Learn More About Bria