VPU Deployment Playbook

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The goal is to determine whether Quadra VPUs are a technical and economic fit for your video workloads before you invest time in testing or integration (you are not here to prove VPUs work). This stage is about qualification in your environment, not commitment.

Teams that skip this step almost always benchmark the wrong thing and draw the wrong conclusions.

What you’re solving for

Before touching hardware or benchmarks, get clear on the constraints driving your evaluation. VPUs only matter when one of these constraints is already breaking your system.

Typical drivers include:

  • CPU or GPU encoding cost growth
  • Power, rack, or cooling limits
  • Density ceilings (streams per server)
  • Codec transitions (AV1 and HEVC at scale)
  • Operational unpredictability under load

Where VPUs fit

Quadra VPUs replace video compute, not platforms. They slot into existing pipelines where encoding or transcoding is the bottleneck:

  • Live or file-based ingest
  • FFmpeg/GStreamer-based workflows
  • Cloud, on-prem, hybrid or edge deployments

Everything up and downstream remains as is. This is a compute substitution. Your workflow stays intact.

Key questions to answer now

You should be able to answer these before moving on:

  • Which workloads are encoding/decoding-bound today?
  • What codecs, resolutions, and frame rates matter in production—not theory?
  • Where does cost or density break first as scale increases?
  • Which environments must remain unchanged (cloud provider, on-prem, compliance)?


If these aren’t clear, pause here. Testing without these answers produces benchmarks you can’t trust.

What you don’t need yet


If you’re looking for certainty right now, you’re too early. At this stage, you do not need:

  • Final architecture decisions
  • Production-sized infrastructure
  • Vendor lock-in commitments
  • Performance tuning beyond baseline comparisons


Those come later.

The most common failures we see at this stage:

  • Skipping constraint definition
 Testing without clear cost, density, or power limits produces meaningless results.

 

  • Starting with non-representative workloads
 Easy content hides real bottlenecks.

 

  • Mis-aligning on success criteria
 Share only the “good” accomplishments to stay on track.

Option: Hire Professional Services

When this step is complete, you should have:

  • A short list of candidate workloads for testing
  • A clear deployment environment (cloud, on-prem, hybrid, edge)
  • A defined success metric (cost per stream, streams per server, watts per stream)
  • Internal alignment on why VPUs are being evaluated


If you can defend the evaluation rationale to a skeptical peer in two minutes, you’re ready.

CUSTOMER deployment DE-RISKED

From skeptic to evangelist.

A Taiwan engineering team bought two demo cards on their own. We did not pitch. We repeatedly showed up: first at Broadcast Asia, then at IBC, weekly on WhatsApp, and again in their office. Now they bring us their network.

1

2 demo cards, 
on their own.

They bought two demo cards before any sales conversation. A Taiwan engineering team checking us out on their terms. Curious, but not committed.

2

1st met at Broadcast Asia.

June 2025. We met at our booth. Synced on what they were actually building. Started to understand the team, the workload, and what came next.

3

Real, not small.

September 2025. They saw us next at IBC. Two major shows in three months. The perception shifted. We were not a small player anymore. Proof we were emerging.

4

WhatsApp, 
not email.

Asia runs on instant messaging. They asked technical questions every week. Some required other vendors on the thread. We answered. We facilitated. We met them where they live.

5

In their office, January 2026.

Four of us flew to Taiwan and met their entire team. Trust shifted from one engineer to the company. Now they introduce us to other customers in their market.

"In Asia, trust is built on WhatsApp threads and booth visits, not on emails. We did the work. They became a partner."

suong nguyen

NETINT Bizdev Manager, Asia Pac

Let's continue

If you can defend the evaluation rationale to a skeptical peer in two minutes, you’re ready to test.