Human approval
A productive release receives approval from responsible people.
A successful AI trial
needs governed operation.
After the trial, AI applications have to pass into the workflows and responsibilities of the company.
The first demonstration works, but new users lack rules and people to ask. Changes to sources, models or permissions can produce different results later. Before the rollout, approval criteria, documentation and support therefore have to be settled. The handover should enable the team to use the application, report irregularities and introduce changes in a controlled way.
IQstruct Engineering accompanies AI from consulting and concept through implementation to support. Human review steps, documented training and agreed operating tasks connect the technical solution with its use. Changes to models, prices and providers are treated as part of the ongoing development.
Start now at no cost
In a free first conversation we look at a tested case and name what is still missing before operation.
Approach in the project
Ai1
Prepare the rollout
Human approvals, roles and quality criteria are agreed.
Ai2
Prepare users
User training with the assistant and documented reporting channels are part of the introduction.
Ai3
Hand over operation
Those responsible approve the application and take over the operating documents.
Ai4
Keep supporting AI
Operation, model changes, updates and costs are reviewed together.
An AI trial becomes a supported workflow
IQstruct Engineering accompanies AI from consulting and concept through implementation to support.
Human review steps, documented training and agreed operating tasks connect the technical solution with its use. The introduction regulates who checks quality in everyday work, supports users and responds to changes.
Changes to models, prices and providers are part of ongoing development. Specific service hours and performance values are defined with the customer.
AI rollout
People approve productive releases
AI creates texts and code and prepares work steps; the assessment of content remains with responsible people.
What belongs to the handover
Training records
Documented training complements the technical handover.
Operating tasks
Service, updates and support are agreed.
AI used in our own daily work
Internally, IQstruct Engineering productively uses an LLM wiki, local AI, its own agentic workflows and AI-assisted software development.
Staff training has been carried out and documented. This experience flows into the integration we offer.
Funding
Clarify funding options before placing the order
Funding programmes may be available for consulting on and trialling your AI project.
IQstruct Engineering supports the survey, the project outline and the preparation of the application documents. Your company submits the application. Whether and to what extent funding is possible depends on the programme, the location and the project.
Frequently asked questions
We are glad to answer your detailed questions in a personal conversation.
Can payback and quality of results be guaranteed?
Savings, error-free answers and fixed payback periods are not guaranteed. Responsibility for results remains with people.
What happens when models or prices change?
Changes to models, prices and providers are assessed in ongoing support and implemented where needed.
How are users prepared?
Training and reporting channels are part of the introduction and are documented.
Further industry solutions
Every industry has its particularities. That calls for a reliable partner who knows the requirements and delivers suitable solutions.
- Special purpose machineryEvery machine comes about once, and its control code comes about with it.
- Process engineeringA plant runs continuously, and its energy consumption decides the cost per tonne.
- Food and beverageEvery batch needs its traceability, and cleaning interrupts production at a fixed rhythm.
First conversation
Arrange a free first conversation
Describe your task. We agree a date and discuss the possible project scope.
Ai1
You request an appointment
Ai2
We discuss your requirements
Ai3
You receive a quotation for the agreed scope
Philipp Niemann-StryczekManaging DirectorLeads the company on the commercial side and answers questions on IT/OT security, asset administration shells, compliance and research projects.
Free first conversation
Describe your task in the contact form. We come back with a proposed date.
Arrange a first conversationBooking calendar
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Not quite what you need?
Discover further suitable services.
Local AI and on-premise operation
Plan models, hardware and support for AI in your own environment.
AI governance and obligations
Classify requirements technically and organisationally before individual tools turn into operational processes.
IT operations and managed services
Combine monitoring, updates and support in one agreed operating model.