Challenge
For “Local AI and data” we clarify the business outcome, site constraints and acceptable risk. The initial conditions include answer quality, latency, GPU utilisation, data protection and result reproducibility.
Engineering environment · PoC · validation
Where a hypothesis
becomes an evidence-based solution
Virtek Laboratory brings every one of our capabilities into a controlled test environment. We validate not only individual products, but the way infrastructure, software, data, AI, security and facility systems work together before production deployment.
Design the experiment↗Test bench ready for a new challenge
Test environments
Validate the whole system,
not an isolated box
The bench is shaped by the customer’s workload and acceptance criteria. The areas below are starting modules for a custom scenario, not a limit on what can be tested.
Criteria loaded
Local AI and data
Benchmark language and multimodal models, RAG quality, performance, access controls and customer-data workloads.
Open bench
Your challenge is not listed?
We will build a dedicated bench
The laboratory is not tied to a catalogue of finished products. We can reproduce an unusual process, industry environment or technology combination and agree in advance what the experiment must prove.
Experiment journey
From question to decision
with a measurable outcome
Active benchLocal AI and data
Test bench
We reproduce “Local AI and data” on representative hardware and software, connecting every dependent service, dataset and integration.
Criteria
We set threshold values and acceptance rules. The measured parameters include answer quality, latency, GPU utilisation, data protection and result reproducibility.
Experiment
We run normal, peak and failure scenarios for “Local AI and data”. During testing we verify answer quality, latency, GPU utilisation, data protection and result reproducibility.
Report
We consolidate the “Local AI and data” measurements into one protocol, compare alternatives and document the validated constraints.
Production deployment
We move “Local AI and data” into production only after the criteria are met, then prepare operating procedures, monitoring and a development plan.
Evidence-led engineering
The output is not a demo,
but a basis for a decision
Every experiment starts with criteria and ends with a reproducible result. The customer receives an architecture diagram, bench parameters, test protocol, identified constraints and a route to production.
Remote bench
Provide protected access to the laboratory environment and run a joint session without travel.
Hybrid PoC
Deploy part of the system at the customer site and part on Virtek resources, connected through a secure channel.
Field laboratory
Bring equipment and engineers on site when real connectivity, power, sensors or production conditions matter.
Environment twin
Create an isolated model of a current or future architecture for safe changes and repeatable testing.
Propose an experiment
A hypothesis to validate
before you invest?
Tell us about the challenge and the option you are uncertain about. A Virtek engineer will propose the bench, criteria and test format.
Design the experiment↗