Industries|AI Customization
Industries · AI Customization
Capability without
the dependency.
For organisations whose problem is the AI itself, renting capability behind a metered API means renting your roadmap. We build the custom, self-hosted alternative.
a metered vendor API→custom AI you host
The shadow
Capability you rent by the token.
AI capability arrives behind a metered API. Your prompts, your data, and your latency are subject to a vendor's terms, their pricing, and their roadmap — and the capability vanishes the moment the bill stops.
The reality
Capability you own.
Custom, self-hosted AI tuned to your domain: fine-tuned models, TL-MoA orchestration, and agents running on infrastructure you control. Frontier-grade output with zero external dependency.
The owned system
The stack, fitted to the sector.
The same six-layer owned stack — here is how the layers that matter most do the work for this sector.
Custom & self-hosted
Fine-tuned and open-weight models plus TL-MoA orchestration — the core of the engagement, all owned.
Your GPU substrate
Owned compute to train and serve, sized to the workload rather than a vendor's quota.
Your data stays in
Models built against your data behind your firewall, with nothing leaving to train someone else's.
Wired into your stack
The custom AI is integrated into the systems you already run, not bolted on as a separate API.
Edge & infrastructure engineering
The perimeter is the build.
Mostly a compute and integration build; field hardware appears only where the AI is embodied.
- 01GPU / compute appliances — owned compute sized to train and serve your models.
- 02Edge inference devices — where the AI is embodied, inference hardware deployed at the source.
- 03Integration engineering — the custom AI wired into your existing owned systems.
Proof
Proof, not promises.
A capability brought in-house
The pattern: an organisation moves a core AI capability off a metered API onto self-hosted, fine-tuned models orchestrated by TL-MoA — capability without the dependency. EDEN is the embodied version of this same bet.
Start here
Audit your AI dependencies.
The Diagnostic maps where your AI capability and data are exposed to vendor APIs today, and what owning the models would cost.
Book the Diagnostic →