We build and run
the platforms
AI runs on.

GPU clouds, inference APIs, data platforms and AI apps. In your cloud, your data centre or air‑gapped.

ISO/IEC 27001:2022SOC 2 Type II certified

What we do

One layer.
Or the whole stack.

For AI and GPU platform companies, teams that must keep AI private, and data-heavy businesses moving to AI.

Engage us for one layer. Because the same team builds all three, the next one fits.

What we build and run

Applied AISearch, agents and automation on your data Data platformsPipelines, lakehouses and model-ready data Inference & GPU platformsInfer8, GPU services and private AI clouds

Where it runs

Your cloud
Your data centre
Air-gapped

02 / 09 — INI8 Labs

01 / Inference & GPU platforms

The model is 10%.
We build the 90%.

Infer8 is the platform around the model: tenancy, routing, metering and billing on NVIDIA, AMD and other accelerators, with day-2 operations included.

Infer8 BlueprintInfer8 StackInfer8 Cloud

Explore inference & GPU platforms See the platforms we build

03 / 09

02 / Data platforms

Most AI work
is data work.

For a global consumer goods company: every marketing source in one governed hub, with model-ready data right after quarter close.

PipelinesLakehousesQuality gates

Databricks

Snowflake

Google Cloud

Explore data engineering See the revenue reporting case

04 / 09

03 / Applied AI

AI on top.
Tested before use.

Knowledge search, agents and automation on your data and tools, with evaluation, access controls and LLM observability.

Knowledge searchAI agentsMCP integrations

Explore applied AI See the AI coaching platform

05 / 09

Selected work

From the GPU
to the dashboard.

Engagements from air-gapped video AI to revenue reporting.

Security technology · Air-gapped AI

Real-time video AI, fully offline.

For an a16z-backed security-technology company: GPUs shared across live video streams inside its own perimeter, with far better use of every GPU.

Read the case study

The work, at a glance

Live videoStreams

GPU platformKubernetes

Video AIAir-gapped

Kubernetes

NVIDIA

Explore all our work

06 / 09 — INI8 Labs

How engagements run

Weeks to build.
24×7 to run.

Readiness in one to two weeks. A Sovereign Platform in one. A new inference deployment in production in two. Then we run what we built.

Book a 45‑minute discovery call See the engagement model

07 / 09 INI8 Labs

Private and air-gapped AI

AI that stays
inside your walls.

Open models on your own GPUs, on-premises or air-gapped. Prompts, documents and embeddings never leave the building.

ISO/IEC 27001:2022Certified information security

SOC 2 Type IICertified

Explore private AI infrastructure

08 / 09 INI8 Labs

Flagship · Inference as a service

In production.
At scale.

A production inference platform we built and run, for an AI API provider serving two of India’s largest consumer-internet apps.

Book a 45‑minute discovery call See the platform

09 / 09 INI8 Labs

We build and run
the platforms
AI runs on.

One layer.
Or the whole stack.

The model is 10%.
We build the 90%.

Most AI work
is data work.

AI on top.
Tested before use.

From the GPU
to the dashboard.

Real-time video AI, fully offline.

GPU capacity, sold as a service.

An AI coach that remembers.

Revenue reporting in days.

Content reporting, automated.

Weeks to build.
24×7 to run.

AI that stays
inside your walls.

In production.
At scale.

We build and runthe platformsAI runs on.

One layer.Or the whole stack.

The model is 10%.We build the 90%.

Most AI workis data work.

AI on top.Tested before use.

Real-time video AI, fully offline.

GPU capacity, sold as a service.

An AI coach that remembers.

Revenue reporting in days.

Content reporting, automated.

Weeks to build.24×7 to run.

AI that staysinside your walls.

In production.At scale.

We build and run
the platforms
AI runs on.

One layer.
Or the whole stack.

The model is 10%.
We build the 90%.

Most AI work
is data work.

AI on top.
Tested before use.

Weeks to build.
24×7 to run.

AI that stays
inside your walls.

In production.
At scale.

A clearer placeto start.

Where do youwant to go next?

Where does most of your business data live today?

A clearer place
to start.

Where do you
want to go next?