Inference infrastructure / 2026

Run the model.
Own the metal.

VEXON is a private inference plane for frontier-scale models. Deterministic latency, audited isolation, and throughput that holds when everything else is on fire.

99.995% fleet uptimeSOC 2 · ISO 27001EU / US / APAC regions
01 / Platform

Built for teams that measure in p99s

Every layer of VEXON was written for the failure case first. The happy path is just what is left over.

01

Deterministic latency

Static batch scheduling and pinned KV-cache placement. Your p99 stops being a weather report and becomes a contract.

02

Hard tenancy

Single-tenant GPU partitions with attested boot. Your weights, your tokens, your VRAM — nobody else's neighbors.

03

Zero-drama scaling

Warm pools sized from your own traffic history. Scale events complete in seconds, not incident channels.

02 / Pipeline

One request, four honest stages

No hidden hops, no mystery queues. This is the entire journey of a token through the VEXON plane.

Stage A

Ingress

mTLS edge termination in-region. Requests are signed, sized and admission-checked in under 300µs.

Stage B

Scheduler

Deadline-aware batcher forms micro-batches against your latency budget — never someone else's.

Stage C

Execution

Compiled kernels on dedicated accelerators with pinned memory. No preemption, no noisy neighbors.

Stage D

Egress + audit

Streaming egress with per-token accounting. Every request leaves a tamper-evident audit line.

03 / Benchmarks

Numbers we will defend in your war room

Measured on a 70B-class model, 2k in / 512 out, sustained production traffic. Full methodology in the docs.

VEXON
241 tok/s
Hyperscaler A
156 tok/s
Hyperscaler B
137 tok/s
DIY cluster
104 tok/s
38msp99 time to first token
99.995%Fleet uptime, trailing 12mo
-44%Cost per 1M tokens vs. hyperscaler avg
0Cross-tenant incidents. Ever.
04 / Security

Paranoia, productized

Security posture is not a PDF here. It is the architecture.

Attested execution

Every node proves its boot chain before it may hold a single weight. Attestation receipts are exposed via API.

Zero retention by default

Prompts and completions are never written to disk. Retention is opt-in, scoped and cryptographically erasable.

Customer-held keys

Bring your own KMS. VEXON operators cannot decrypt your traffic — mathematically, not contractually.

Continuous red-teaming

An internal adversary team attacks the plane weekly. Findings ship to customers in a signed digest.

SOC 2 Type IIISO 27001HIPAA-readyGDPR / EU data residencyFedRAMP in process
05 / Access

Capacity is allocated, not sold

We onboard a small number of teams each quarter to keep the fleet honest. Tell us about your workload and we will respond within two business days.

No demos. No drip campaigns. One reply.

Designed by Gideon Awolesi