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Inference & GPU Platforms

The platform
around the model.

Multi-tenant inference and GPU services on NVIDIA, AMD and other accelerators, on a cloud and Kubernetes platform we build and operate.

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← All services

What we deliver

Every request routed,
metered and traced.

Infer8 is the platform around your models and accelerators: tenancy, routing, metering, billing and day-2 operations.

Three ways to buy: Infer8 Blueprint (a validated design, typically in 6–12 weeks), Infer8 Stack or Infer8 Cloud.
Solution scope

The Infer8 stack

From accelerator to invoice.

  1. AcceleratorsNVIDIA, AMD Instinct, cloud GPUs
  2. Kubernetes platformCloud or bare metal, managed with GitOps
  3. Model servingvLLM, SGLang, TensorRT-LLM, Triton
  4. RoutingQueues, free-slot gating, circuit breakers
  5. Metering & billingOne record per request, with stage-by-stage timings
  6. API & consolesOpenAI-compatible API, operator and customer consoles
Multi-tenant · Metered · Day-2 operations included

What you take away

  1. 01

    An API customers already know

    OpenAI-compatible endpoints. Customers switch by changing a base URL.

  2. 02

    Tenancy and routing

    Per-customer keys, grants and rate limits. Queues, reserved workers and graceful drain.

  3. 03

    Metering you can bill from

    One record per request: identity, model, outcome, stage timings, bytes and tokens.

  4. 04

    The platform underneath

    Kubernetes, GitOps, Terraform and observability on AWS, Google Cloud, Azure or bare metal.

Technologies we work with

Chosen for your requirements and your existing environment.

How we work

Built in stages.
Operated 24×7.

The team that builds it runs it, from the first decision through ongoing operation.

  1. 01 / Define

    Agree the outcome.

    Scope, constraints and success measures.

  2. 02 / Build

    Build it as code.

    Infrastructure, data or AI, in working stages.

  3. 03 / Validate

    Prove it on real work.

    Real workflows, real traffic, a rehearsed restore.

  4. 04 / Operate

    Run it 24×7.

    Monitoring, on-call, upgrades and improvement.

Explore our approach ↗

In production

One platform,
run by us.

An inference platform we designed, built and operate, for an AI API provider serving two of India’s largest consumer-internet apps.

Inference as a service

Production inference at scale.

A production inference platform behind a commercial AI API. Two scheduling models in one fleet: an in-house device plugin and Kubernetes DRA.

Explore the project
In production · Inference as a service
A commercial AI API, run by us.
Every request metered.Traceable end to end, and accurate enough to invoice.
Rollouts without dropped requests.Workers drain before they are replaced, while a hot spare takes traffic.
Operated around the clock.Tested alerts, a runbook for each alert group and engineers on call.
Inference as a service · designed, built and operated by INI8 LabsSee the platform

Your next step

Live in two weeks.
Not 12 to 18 months.

Forty-five minutes on your workload, environment and constraints. You leave with a proposed first step.

Book a 45‑minute discovery call