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Introducing Bria Fibo Edit on WaveSpeedAI

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Introducing Bria Fibo Edit on WaveSpeedAI

Introducing Bria FIBO Edit on WaveSpeedAI

The landscape of AI-powered image editing has just taken a significant leap forward. We’re excited to announce that Bria FIBO Edit is now available on WaveSpeedAI, bringing enterprise-grade, deterministic image editing to your creative workflows.

What is Bria FIBO Edit?

FIBO Edit is the latest addition to Bria AI’s groundbreaking FIBO (Foundation for Intelligent Business Operations) family of models. While most image editing models rely on ambiguous text prompts that produce unpredictable results, FIBO Edit introduces a paradigm shift: structured JSON-native control that transforms image editing from a probabilistic guessing game into a deterministic engineering task.

Built on the foundation of Bria’s Visual GenAI Language (VGL), FIBO Edit standardizes image manipulation by replacing vague natural language descriptions with explicit, human-machine-readable structured inputs. This means you can specify exactly what you want changed—lighting, composition, style, camera parameters—and get consistent, reproducible results every time.

With an efficient 8-billion parameter architecture, FIBO Edit delivers high-fidelity output with the speed required for commercial production pipelines, all while being trained exclusively on licensed, rights-cleared data from over 20 premium content partners including Getty Images and Envato.

Key Features

  • Text-Guided Editing: Describe edits in natural language—change objects, modify styles, transform products, and more. Simply tell the model what you want, and it intelligently applies the changes while preserving overall composition and quality.

  • Precision Mask Support: Target specific areas of your image with pixel-perfect accuracy using mask images. Edit only what you need while leaving the rest completely untouched.

  • Multi-Image Context: Upload multiple reference images to provide context for more intelligent, coherent edits that understand your creative intent.

  • Negative Prompt Control: Specify what you want to avoid in the output, giving you fine-grained control over results and preventing unwanted elements.

  • Structured Prompt System: Leverage advanced structured prompting for complex editing instructions with explicit parameters for lighting, composition, style, and camera settings.

  • Deterministic Reproducibility: Use seed values to generate consistent, repeatable results—essential for professional workflows requiring version control and iteration.

  • Enterprise-Grade Legal Safety: Trained exclusively on 100% licensed data, FIBO Edit guarantees IP safety, EU AI Act compliance, and full enterprise indemnification.

Use Cases

Product Photography Transformation

Quickly transform products across categories while maintaining professional composition. Change a product into a different variant, swap materials, or completely reimagine items for different campaigns—all without reshooting.

Intelligent Object Replacement

Need to swap an object in your image? Simply describe what should replace it. FIBO Edit analyzes the surrounding context and seamlessly integrates the new element with appropriate lighting, shadows, and perspective.

Dynamic Background Changes

Transform backgrounds while preserving your subject perfectly. Move a product from a studio setting to a beach, office, or any environment you can describe—the model handles lighting adjustments automatically.

Style and Aesthetic Modification

Adjust visual styles, color palettes, and overall aesthetics with precise control. Make images warmer, add vintage effects, or shift to a completely different visual language while maintaining the core composition.

Creative Retouching at Scale

Apply artistic edits across large image sets with consistent results. Whether you’re processing e-commerce catalogs or creative campaigns, FIBO Edit’s deterministic nature ensures uniform quality across batches.

Iterative Design Refinement

Use the refine workflow to make incremental adjustments. Start with a base edit, then add instructions like “backlit,” “85mm lens effect,” or “warmer skin tones”—FIBO Edit updates only the requested attributes while preserving everything else.

Getting Started with Bria FIBO Edit on WaveSpeedAI

Getting started with FIBO Edit on WaveSpeedAI takes just minutes. Here’s how to integrate it into your workflow:

import wavespeed

output = wavespeed.run(
    "bria/fibo/edit",
    {
        "prompt": "Change the car color to red",
        "images": ["https://your-image-url.com/car.jpg"]
    },
)

print(output["outputs"][0])

For more targeted edits with mask support:

import wavespeed

output = wavespeed.run(
    "bria/fibo/edit",
    {
        "prompt": "Replace background with a tropical beach at sunset",
        "images": ["https://your-image-url.com/product.jpg"],
        "mask_image": "https://your-image-url.com/mask.png",
        "negative_prompt": "blurry, low quality, artifacts"
    },
)

print(output["outputs"][0])

Pro Tips for Best Results:

  • Be specific in your prompts—clearly describe what should change
  • Use mask images (black and white, white areas will be edited) for precise control
  • Start with simple edits to understand how the model interprets your instructions
  • Use the same seed value to compare different prompts on the same image
  • Combine negative prompts to avoid unwanted elements in your output

Why Choose WaveSpeedAI for FIBO Edit?

Running FIBO Edit on WaveSpeedAI gives you distinct advantages:

  • No Cold Starts: Your requests begin processing immediately—no waiting for model initialization
  • Optimized Performance: Our infrastructure is tuned for maximum throughput on image generation workloads
  • Affordable Pricing: Enterprise-grade capabilities at competitive rates that scale with your usage
  • Simple API Integration: Clean, consistent API design that fits seamlessly into existing workflows
  • Production Ready: Built for reliability with the uptime your business demands

Transform Your Image Editing Workflow

Bria FIBO Edit represents a fundamental shift in how AI approaches image editing. By combining structured control with enterprise-grade legal safety, it delivers the predictability that professional workflows demand without sacrificing creative flexibility.

Whether you’re automating product photography, scaling creative operations, or building the next generation of visual tools, FIBO Edit provides the deterministic foundation you need.

Ready to experience the future of controlled image editing? Try Bria FIBO Edit on WaveSpeedAI today and discover what’s possible when precision meets creativity.