The Autonomous Control Plane for Enterprise AI Inference

Own Your AI InferenceNeoX will observe

Day 1full GPU fleet visibility
Per teamGPU cost attribution
Zeromigration required
Capabilities

Inference
control.

NeoX is the brain above the stack. It doesn't replace your infrastructure — it observes and steers. Autonomous inference operations, built for the enterprise.

01

Deep Observability

Full visibility into latency, throughput, and GPU utilization — attributed to every app, team, and project. See exactly who is burning your GPU budget and where the bottlenecks are.

100%GPU attribution
Value Journey — Day 1 to Day 30

Visibility.Control.Autonomy.

Use Cases

Built for
real workloads.

Whether you run coding assistants, enterprise copilots, or full agentic platforms — NeoX gives you the control plane to operate them reliably at scale.

Coding Assistants

0data egress risk

Route to on-prem LLMs on customer GPUs with QoS and observability.

NeoX outcomeModern agentic workflows with zero data egress.

Omnichannel Support AI

<P99latency guarantee

Monitor capacity and SLOs, then automatically burst overflow traffic.

NeoX outcomePredictable latency with lean baseline infrastructure.

Enterprise Copilots

100%cost attribution

Standardize infrastructure with transparent per-team usage quotas.

NeoX outcomeClear cost attribution and policy enforcement.

Agentic Platforms

Autorogue detection

Flag and terminate rogue anomalies with budget limits.

NeoX outcomeControlled autonomous workloads in production.
Supporting Stack
vLLMSGLangNVIDIA Dynamollm-dLMCacheOpenTelemetryKubernetes-nativeVPC/air-gapped
Inference Expert Audit

Know your
numbers.

Most teams cannot say what a task costs them, or how much of their GPU fleet is actually doing work. The audit gives you those numbers in 30 minutes.

01

What is your effective GPU utilization?

Measured per app, team and tenant — not averaged across the fleet.

02

What does a task actually cost you?

Attributed to model, team and deployment choice.

03

Where are your SLO gaps?

TTFT, end-to-end latency and queue saturation, broken down.

Free 30-minute session — no commitment required
Integrations & Stack

Zero-friction
integration.

NeoX drops into your existing stack. No migration, no rip-and-replace. Works with every major serving framework and GPU infrastructure.

No codeMigration required
On-premGPU support
Air-gappedDeployment ready
Integrations

Works with the open models
you already run.

NeoX sits above your serving stack, not your model choice. Route requests to any of these without a migration.

KimiMoonshot AI
QwenAlibaba
MistralMistral AI
GemmaGoogle
DeepSeekDeepSeek
gpt-ossOpenAI

Served through the engine you already run. Not a supported-model list — if your stack serves it, NeoX routes it.

Who It's For

Built for
enterprise scale.

NeoX is built for enterprises running AI at scale, in-house. Four teams. One control plane.

Currently active
SLO governance

AI Platform Teams

Own your inference ops

Take ownership of inference operations with the tools to enforce SLOs and govern fleet behavior autonomously. See exactly who is burning your GPU budget.

AI Platform Teams

SLO governance

FinOps & Engineering Leaders

Cost attribution

Infrastructure & MLOps

Fleet management

Enterprise AI Leaders

Business alignment

Platform Integration

Integrate in
minutes.

NeoX sits above your existing inference stack. Point it at your vLLM cluster, configure your SLO tiers, and you have full observability and control — no infrastructure changes required.

Drop-in integration

Works with vLLM, SGLang, and every major serving framework.

OpenTelemetry native

Structured traces, metrics and logs from your first request.

Policy-as-code

Define SLO tiers, quotas, and routing rules

Shadow testing

Remediations run in shadow mode before going live in production.

Pricing

Start with
an audit.

Organic whale
01

Inference Audit

30-minute expert session — free

Free
  • GPU utilization analysis
  • Bottleneck identification
  • Cost attribution review
  • SLO gap assessment
  • Actionable findings report
Most Popular
02

Pilot

Deploy NeoX on one workload cluster

Custom
  • Full observability stack
  • SLO enforcement setup
  • Semantic routing config
  • Per-team quota policies
  • Dedicated onboarding
  • 30-day impact report
  • Zero migration required
03

Enterprise

Full autonomous control plane

Custom
  • Multi-cluster deployment
  • Air-gapped / VPC support
  • Autonomous remediations
  • Fleet behavior history
  • Full audit trail
  • 24/7 support SLA
  • Custom SLO tiers
  • Executive cost reporting
Talk to Sales
Zero migration requiredFull audit trailOn-prem GPU support

Schedule your
Inference Audit.

30 minutes with a NeoX Inference Expert. Walk away with a clear picture of your GPU waste, SLO gaps, and a remediation path.

Just want to talk

Free 30-minute session — no commitment required