Quaternion Studios — Applied AI & Interactive Engineering

We are the few
in the middle.

A quaternion rotates through a dimension you can't see — the axis between the real and the imaginary. That's where we work: building intelligent systems and interactive experiences most people never notice are possible.

Scroll to move through — or drag into the dark. Beacons resolve as you reach them ↓

What we do

From applied AI to real-time 3D, shipped to production

01

Applied AI & LLMs

Retrieval, semantic search, and multi-agent systems paired with real domain solvers — AI that reasons against ground truth.

02

Real-time 3D & WebGL

Three.js, WebGPU, GLSL, WASM — configurators, BIM tools, and visualizations rendering thousands of elements at speed.

03

Data Visualization

Large, messy datasets turned into fast, interactive, GPU-accelerated views that stay responsive at scale.

04

Systems & Infrastructure

Production backends under load — transaction engines, knowledge graphs, distributed processing, cloud automation.

05

Engineering & CAD

Constraint-aware CAD editing, BIM/Revit pipelines, and automation that turns hours of manual work into minutes.

06

Research & Prototyping

Fast 0→1. Read the relevant work, build the smallest thing that proves it, ship it — in days, not quarters.

Explore services

Interactive

Forge Lab

Every object out here is a raymarched fractal. This one is yours — drag to rotate, tune the fold and detail, cycle palettes. The same real-time WebGL we ship to production.

drag to rotate

Palette

More interactive work

Selected work

Systems we've shipped

Seven systems we've designed and shipped — applied AI, real-time 3D, and production infrastructure. Each one is a marker out here: fly to it, or open the full index.

View all work
Construction / AECReal-time scaffolding design with WebGPUAdvanced ManufacturingFactory layouts at scale with Deck.glAdvanced ManufacturingBIM metadata extraction at factory scaleElectronicsSemantic search for electronics maintenanceFinancial ServicesCore banking infrastructure, reimaginedCAD / RoboticsConstraint-aware CAD with a multi-agent LLMFintech / ResearchInstitutional investment research terminal

About

A focused team of ML engineers and researchers

A boutique AI lab based in Texas, working at the intersection of cutting-edge research and practical application — academic rigor with startup speed.

Learn more

Contact

Have a hard problem?

Tell us what you're solving — applied AI, real-time 3D, or the systems underneath. We read every message.

rohan.singh@quaternionstudios.com