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The science behind the art

The science
behind the art

Custom AI models. Proprietary research. Peer-reviewed science. We don't just use AI - we build it from the ground up

Black-and-white gallery wall with blue pixel pattern

World-class software

World-class
software

We build the models, design the styles, engineer the hardware, and operate the infrastructure. No outsourcing. No shortcuts.

Birka Island

Standard AI models kept producing fantasy Vikings: horns, leather armor, Hollywood clichés. Birka needed historically grounded portraits, so we trained a custom model on realistic Viking-era references. To our knowledge, it remains the only portrait model built specifically for historically accurate Viking reconstruction.

  • Custom Dataset
  • Historic Accuracy
  • Cultural Heritage
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Formula 1

This project was not about cars. It was about creating compliant portraits in a world where almost every visual cue is protected IP. We built a custom portrait pipeline that avoided copyrighted assets while still producing images that felt premium, exciting, and commercially strong.

  • Custom Pipeline
  • FIA Certified
  • Precision Rendering
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Art of the brick

Art of the brick is a build pipeline, not a blocky filter. A supporting portrait style creates strong shapes; the engine then expands outlines so features survive downscaling, snaps every pixel to one of sixteen real brick colors in LAB space - never dithered - and renders studs, borders, and shadows in under a second.

  • Outline Preservation
  • 16 Brick Colors
  • Studded Render
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Technical capabilities

Technical
Capabilities

The building blocks behind every portrait and every live deployment.

State-of-the-Art Upscaler

A dedicated 4x super-resolution stack, not a sharpen pass: DAT transformer, losses computed in LAB space, Hann-blended tiled inference, and an NVFP4/TensorRT path - detailed, neutral, and fast on NVIDIA hardware.

Enhanced Face

Advanced facial feature preservation even from low-quality input photos, with robust identity mapping for difficult lighting and crowds.

6S Pipeline

From photo capture to finished AI portrait in about six seconds, powered by optimized production inference and a stable live workflow.

Custom Style Training

147 art styles and counting. Each one is custom-tuned and validated by a human artist to preserve generation quality and integrity.

Multi-Format Output

4x6, 8x6, digital and social output with automatic cropping, framing and resolution handling for each final format.

24/7 Model Monitoring

Continuous monitoring of quality, system health and generation consistency across every live installation.

Built to lead

Built to lead

Six reasons we're not like anyone else in this industry.

Preference Rate vs MidJourney
73%
Independent evaluation. Our portraits are preferred 73% of the time over the industry's most popular general-purpose AI
Art Styles Trained
150
From Renaissance masters to contemporary pop art. 150+ distinct visual styles, from classical to modern
Generation Time
< 6S
6-second portrait generation optimized for production hardware
GPU Hours
58K+
Invested in training our proprietary model architecture. Not fine-tuning — ground-up development
Peer reviewed
Media
Our research has been published in Nature, the world's most cited scientific journal.
Training Images
600K
Fine-tuned training dataset spanning centuries of European art history and contemporary styles