AI Research & Engineering
Quaternion Studios is an applied AI and interactive-engineering studio. We design and ship machine learning, real-time 3D, and the systems underneath — for organizations solving hard problems.
What We Do
Retrieval and semantic search over technical corpora, and multi-agent systems that pair language models with real domain solvers — so the AI reasons against ground truth, not guesses.
High-performance interactive graphics in the browser — Three.js, WebGPU, GLSL, and WebAssembly. Configurators, BIM tools, and visualizations that render thousands of elements at speed.
Turning large, messy datasets into fast, interactive views. GPU-accelerated geospatial and engineering data, built to stay responsive at scale.
Production backends that hold up under load — high-throughput transaction engines, knowledge-graph data models, distributed processing, and cloud automation.
Domain tools for technical work: constraint-aware CAD editing, BIM/Revit pipelines, and automation that turns hours of manual effort into minutes.
Fast 0→1. We read the relevant work, build the smallest thing that proves it out, and ship it — sometimes in days, not quarters.
Our Approach
We stay at the frontier. Every solution we build is informed by the latest advances in machine learning research, from arxiv papers to conference proceedings.
Research means nothing without deployment. We engineer systems that work reliably at scale, with proper monitoring, fallbacks, and maintainability.
Every project has clear success metrics. We work backwards from business outcomes to technical requirements, ensuring AI delivers real value.
Proof
We design and deploy systems in production — applied AI, real-time 3D, and the infrastructure underneath. A selection of that work, with client details anonymized:
Selected Work
How We Work
We work as an extension of your team, bringing deep ML expertise to solve your most challenging problems. Whether you need to build from scratch or optimize existing systems, we deliver solutions that scale.
Explore servicesRapid experimentation to validate approaches and establish technical feasibility.
Building production-ready systems with clean APIs and proper documentation.
Scaling systems for real-world traffic with monitoring and continuous improvement.
About Us
We're a boutique AI lab based in Pittsburgh, working at the intersection of cutting-edge research and practical application. Our team combines academic rigor with startup speed.
Founded by engineers with academic research roots and hands-on industry experience, we bring a unique perspective to every project. We believe the best AI systems come from deep understanding of both the technology and the problem domain.
Learn moreWeb Studio
Beyond AI, we build high-performance 3D graphics, interactive visualizations, and browser-based games using WebGL, Three.js, and WebAssembly.
From product configurators to immersive marketing experiences, we create web applications that push the boundaries of what's possible in the browser.
Whether you have a specific project in mind or want to explore what's possible, we'd love to hear from you.
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