Veizik Enterprise

More useful work from the GPU fleet you already operate.

Veizik Enterprise provides workload qualification, runtime deployment, model governance, and production support — for teams running image and video generation at fleet scale.

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Hardware efficiency evaluation

Find out what your fleet can do before you buy more of it.

We run your current model and quality target on your candidate hardware and report the numbers straight — same weights, same output target, reported GPU memory, host memory, throughput and cost per output. No slide deck, no estimate: a measured run you can check.

What we measure

Peak GPU memory & host memory at your quality target
Throughput (jobs/hour) on candidate vs. incumbent hardware
Output-quality delta, not just a wall-time number
Cost per output at your actual utilization, not list price

Illustrative evaluation real internal data

Same clip, same card — Wan2.2 image-to-video, native int8 vs. fp8 CPU-offload reference:

	Peak VRAM	Drift
Veizik native int8	6.5 GB	−8…−11%
fp8 offload (reference)	17.7 GB	−47%

~2.7× less peak VRAM, less back-half drift. Full evidence record → Internal, single-run — not a claim about your workload until we measure it.

Evaluations, design-partner pilots and OEM/embedding agreements are scoped per engagement — typically a fixed-price two-week evaluation against your own model and hardware shortlist.

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Deployment

Enterprise / Studio Node

Organisational deployment — multi-GPU on one machine, headless serving, and a central licence server for a fleet. Currently run as a scoped pilot with a measured report rather than sold self-serve, while the operational feature set (headless serve, central licence server) finishes shipping.

Multi-GPU on one machine

Every card in the box drives one render — distinct from running several independent single-GPU jobs.

Audit log

Every render on the node, exportable — for teams that need a record of what ran, when, and on what config.

Headless serve development

No desktop session required — drive the engine from a script or orchestrator.

Central license server development

Fleet-wide licence control from one place, instead of per-machine keys.

Model governance

Know what you're licensed to ship.

Veizik licensing covers the runtime; every underlying model keeps its own licence, territory restrictions included (HunyuanVideo excludes KR/EU/UK; FLUX.1-dev is non-commercial). Enterprise engagements include a written model-licence review for your target output and territory before you ship.

Model licences registry

OEM / Hosted

Embed or host Veizik.

Redistribution, embedding inside another product, or running Veizik as a shared inference server or hosted service is an OEM or Business arrangement at any revenue — not a higher self-serve tier. Scoped per engagement.

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Contact

Talk to engineering, not a sales queue.

Enterprise inquiries reach the people who build the runtime. sales@veizik.com