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Local-first AI.
Intelligence without the egress bill.

We research compute-efficient tech, ship our own products, and build custom infrastructure for enterprise clients who want the exact same thing: high performance, local privacy, and zero reliance on trillion-dollar datacentres.

The thesis

Compute-efficient stack first. Brute-force infrastructure last.

The industry is pouring billions into massive datacentres, but we're building for the opposite direction: capital-light, on-device, and edge-first.

We believe AI should run where your data lives — on the hardware users already own. By focusing on smaller models, lossless compression and post-quantum cryptography, we build software that is lightning-fast, infinitely scalable, and inherently private.

Proof of concept: our open-source agent tool, qai. Instead of heavy background daemons, it's a single memory-efficient binary that adds zero bloat until it's invoked — and lets parallel sub-agents inherit live context instantly.

What we ship

Four flagship products.

Independent brands, all running on infrastructure that reflects our core research thesis.

Trusted foundations

Enterprise-grade products require enterprise-grade compliance.

Apple Developer

Endpoint Security + Network Extension entitlements.

Distribution-level access for kernel-grade macOS security.

Google Developer

Play Store publisher. Google Cloud AI Startups partner.

Multi-region deployments across 43 GCP regions.

UK Private Limited

Quantum Encoding Ltd.

Companies House #16575953.

European Entity

Quantum Encoding Europe Limited.

Irish corporation · Register No. 807205.

Enterprise engineering

How we fund the research.

We don't rely on venture capital. We fund our R&D and product portfolio by taking on bespoke engineering for clients whose problems overlap with our expertise.

Bespoke Engineering

From marketing sites to production systems. We ship software on modern stacks (TypeScript, Rust, Swift, Go) with a heavy bias toward native performance and local-first architecture.

Cloud Infrastructure

When we do go to the cloud, we design for scale. We've architected multi-region systems scaling across thousands of GPUs on Google Cloud, Cloudflare, and Firebase.

AI Integration

We build intelligence that ships to production, not demoware. We operate a platform integrating ten model providers behind a single API, building robust AI agents and automated workflows for enterprise teams.

Get in touch

Let's talk.

Whether you're building something that touches our stack, or you're looking to invest in companies at our stage — we'll get back to you within two business days.

Get in Touch

Have a question or want to discuss a project? Send us a message.