The quote that waits on engineering
Requirements arrive in documents. Product history sits in several systems. Assemble a source-linked response and unresolved questions for the specialist who must approve the offer.
WELF / Forward-Deployed AI for the Mittelstand
Rebuild your business with AI.
Welf combines applied research with embedded engineering to build AI systems, products and new businesses. Senior teams work with your people, from the first strategic decision through production.
Where to start
Find the work your experts keep repeating.
The first opportunity is often a familiar bottleneck. Choose a task with recurring volume, accessible records and a result your team can judge.
The service case built from scratch
An asset fault triggers a search through manuals, prior tickets and contract details. Prepare that context in the service workflow, with the next action ready for review.
The procedure that creates more questions
People need the effective instruction for their task, plus a way to record completion and escalate exceptions. Connect the approved document to the actual work.
Three execution paths
Choose the right path.
Build lasting capability.
A core workflow. A new business. A missing capability. The problem determines how we work.
Core business
Transform the core.
Redesign the workflows your business runs on. Build inside your existing systems, alongside the people who use them.
How we workNew business
Venture engineer.
Turn a distinctive enterprise asset into a new product or business, when the evidence supports a separate venture.
Explore venture engineeringTechnical capability
Acquire to build.
Evaluate an existing technical capability and integrate it into your business, with specialist transaction partners where needed.
Explore the approachHow Welf works
From research.
Into your operations.
One accountable team connects technical discovery to the way your business actually works.
Research.
Test the capability against a specific operational problem. Establish what needs to be true.
Forward engineer.
Embed with your team. Connect to your systems. Build, evaluate and deploy in the field.
Own.
Put the system, operating knowledge and capability in your company’s hands.
The Forward Unit
Close to the work.
Accountable for it.
Your process owner, representative users and IT team work directly with Welf’s product and engineering specialists. Together, they test real cases, resolve integration issues and review whether the workflow improves the work.
StrategyDomain expertiseAI engineeringProduction systems
The working modelIndustry. In all its depth.
Intelligence for the physical world.
AI capabilities
The engineering behind the next workflow.
Explore the tasks, integration choices and deployment models your team needs to assess.
Technology & trust
Inside your systems. Within your boundaries.
Read the permitted records. Prepare the response. Validate the action. Return the approved result to the system of record, with confirmation and a way to recover.
Explore the architectureWelf Labs
The field asks.
Research answers.
Understand the situation, adapt to change and learn from verified experience. Welf Labs connects these research questions with specialised language models for industrial work.
Explore Welf LabsChoosing a starting point
Before you build another pilot.
Existing tools may be enough for individual drafting or search. Welf is relevant when the task crosses systems, depends on specialist context or needs a defined operating process. We first assess what can be reused.
A repeated task, a meaningful cost or capacity constraint, accessible data and an owner who can change the process. Compare the full cost of delivery and operation with the work that could improve.
One workflow, the people who do it, the systems it touches and what currently goes wrong. An anonymized example is useful later; sensitive documents are not needed in the contact form.
Build what your business needs next.
A core workflow, a new product or a missing technical capability. Tell us what needs to change, and we can define a practical starting point.
Start a conversation