Research and information
Observe sources, gather information and provide it in a clear structure.
- Monitor markets and competitors continuously
- Research companies, contacts and products
- Combine information from multiple sources
We do not sell software. We build systems that take over work and hand them over to you completely.
Not every task needs the same level of autonomy. That is why every system starts with exactly the slice that can be taken over reliably.
Observe sources, gather information and provide it in a clear structure.
Capture data, move it between systems and run recurring routines reliably.
Take over research and admin around customers and meetings so sales has time for people.
Combine data, spot anomalies and prepare decision foundations.
Use existing interfaces, even when no API exists.
A system can work at any stage. Which one makes sense depends on the process and its risk.
01
Inform
The system observes and reports.
02
Recommend
The system suggests the next step.
03
Prepare
The system prepares decisions and entries completely.
04
Request approval
The system waits for a person before acting.
05
Act within limits
The system acts within clearly defined boundaries.
06
Execute autonomously
The system runs the process fully, within agreed rules.
We do not build around a single provider. We separate the agentic logic from the model layer. That way the right model fits the task, today and tomorrow.
15%
System 1 decisions
Classification, routing, status checks, simple validation.
80%
General reasoning
Planning, context interpretation, tool use, agent coordination.
5%
Specialist models
Vision, document extraction, local inference.
An internal architecture principle, not a fixed rule and not a market standard.
Self-hosting, when it makes sense.
Intelligence does not have to come from an external API. When data sovereignty, network isolation, latency or cost demand it, we run open-weight models ourselves. Self-hosting is not a goal in itself.
Infrastructure is tailored to your requirements. Server location alone does not determine your data protection situation. Data flows, providers, contracts, access rights and technical measures do.
Agents are connected to existing systems through defined tools. Tools are part of the system and receive exactly the permissions they need.
When no interface exists, the system works through the user interface. Existing software does not have to be replaced.
Tell us in a free first call. We listen and tell you honestly what is worth doing.