AI-Powered Automotive Design

Design the
future of motion

FORMA transforms loose sketches and mood boards into production-aware automotive concepts — with brand DNA, real proportions, and surface intelligence built in.

Try the Studio Explore Features

Not another
image generator

General AI tools produce pretty pictures. FORMA understands the craft of automotive design — constraints, proportions, brand language, and surface quality.

✏️

Sketch-to-Concept

Upload loose pen drawings or tablet sketches. FORMA preserves your design intent while refining proportions, adding surface detail, and rendering in your chosen style.

ControlNet + IP-Adapter
🎨

Mood Board Intelligence

Drop in reference images — textures, other vehicles, architecture, fashion. FORMA extracts the design DNA and applies it as style conditioning, not just color matching.

CLIP Embeddings
📐

Automotive Proportions

Enforce real vehicle architecture: A-pillar rake, beltline position, wheel-to-body ratio, overhang balance. Concepts that look buildable, not just beautiful.

Domain Constraints
🏷️

Brand DNA System

Train lightweight style adapters for each design studio. Every sketch carries the right design language — the Hofmeister kink, the crease tension, the face identity.

LoRA Fine-tuning
💡

Surface & Highlight Flow

Simulate how light plays across proposed surfaces. See highlight lines, reflections, and shoulder tension before you ever open an alias modeler.

Rendering Engine
🔄

Multi-View Coherence

Generate consistent 3/4 front, side profile, rear 3/4, and top views from a single concept. The same design language holds across all perspectives.

SV3D / Zero123++

The design workspace

Draw, configure, generate. A canvas built for designers, not prompt engineers.

FORMA Studio — Untitled Project
Draw a loose car silhouette here

Sketch to concept
in minutes, not days

A pipeline designed around how automotive designers actually iterate.

01

Sketch & Reference

Draw on the canvas or upload loose sketches. Add mood board images for style direction.

02

Configure

Set vehicle proportions, pick brand DNA, adjust body type and design language parameters.

03

Generate

AI produces refined concepts with proper proportions, surface quality, and highlight flow.

04

Iterate & Export

Compare versions, branch directions, generate multi-view packages, export to your pipeline.

Built for scale

Production-grade infrastructure behind the design magic.

Frontend

React + WebGL Canvas

Stylus-optimized workspace with pressure sensitivity and real-time preview

Backend

FastAPI + Temporal

Async AI pipeline orchestration with job queuing and progress streaming

Database

PostgreSQL + pgvector

Relational data with vector embeddings for style similarity search

Storage

S3 + CDN

High-performance asset pipeline for images, sketches, and generated outputs

AI / Generation

SDXL + ControlNet

Sketch-conditioned generation with IP-Adapter for mood board style transfer

AI / Brand

Custom LoRA Training

Per-studio style adapters that encode proprietary design language

AI / Multi-View

SV3D Pipeline

Consistent novel view generation from single concept images

AI / Language

Claude API

Brief interpretation, design rationale, and intelligent assistant layer

Ready to reshape
automotive design?

Join the waitlist for early studio access. Limited spots for founding design partners.

Join Waitlist View Documentation