Our work

Platforms built.
Ideas in production.

GPU clouds, inference platforms, video AI and data services, from air‑gapped sites to multi‑region clouds. And case studies across data engineering and applied AI.

← INI8 Labs

The platforms
we build and run.

The companies we build for sell these as a service. We design and build the platform underneath, and run most of them around the clock.

Any environment.
One way of building.

From an air‑gapped site to a multi‑region cloud, every platform is declared in Git, observed end to end and released through one tested path.

PlatformRunsComputeTenancyOur role
01Video surveillanceAir-gappedNVIDIA L40S, sliced and time-sharedA single site, shared across video workloadsDesign, build and offline releases
02Decentralised GPU as a serviceDecentralisedRTX 4090 to H100, from independent providersMulti-tenant, across independent providersDesign, build and operation
03GPU as a serviceOn-premisesNVIDIA H100, A100 and L40STenant teams, with MIG and time-slicingDesign, build and operation
04Inference as a serviceBare metalAccelerator nodes, two scheduling modelsA commercial, OpenAI-compatible APIDesign, build and round-the-clock operation
05Node as a serviceMulti-regionCloud and bare-metal NVMeShared RPC and dedicated nodesDesign, build and operation
06Database as a serviceSovereign cloudThe provider’s compute and Ceph storageA namespace per customerDesign, build and handover

Project imagery is illustrative. Client names are anonymised.

The value behind
the systems.

Explore how the work changed deployment, engagement and reporting.

Security technology

Video intelligence, fully offline.

An a16z-backed security-technology company that needed surveillance AI with no internet connection.

Explore the project
Project outcome
Video AI that runs where the cameras are.
Faster incident response.Video AI runs locally, inside the customer site.
Routine releases.Helm rollouts from an offline registry replaced releases that took days.
Better use of every GPU.Slicing and time-slicing share each card across streams.
Security technology · individual engagementView case study

The problem.
The build. The result.

Open a case study to follow the work from the first challenge to the final outcome.

Outcomes shown are from individual client engagements.

Your next step

Start with a
45‑minute call.

Bring your workload, environment and constraints. We will tell you what we would build first.