Agentic Engineering

Custom AI for the mid-market

AI systems for work that
ties up expert time.

We build custom AI systems for high-volume, repetitive work — where off-the-shelf tools are too generic and classic automation is too rigid.

Free & no obligation · 30 minutes · One concrete process

We build and run our own AI products — and use what we recommend every day.

Langdock Expert PartnerCursor AmbassadorJansen HoldingDr. Wolff GroupLIST GruppeEnsingerMelittaSchnellecke Logistics

Where it pays off

Before the pilot comes the math.

We don't build because AI is possible. We build when a repetitive process has enough volume, effort, and data quality to make a custom system worth it.

Every pilot starts with a shared calculation: today's effort, a realistic share that can be automated, integration cost, operating model, and payback. If the math doesn't hold, we don't recommend a pilot.

Get done

Systems that take over steps of the work — not just draft answers.

Decide

Decision proposals where rules, context, and documents come together.

Connect

Connection to ERP, CRM, DMS, and line-of-business systems — where the work actually happens.

ROI calculation

Effort

Today · tied up in the process
With system · remaining

Investment

One-time · build
Ongoing · operations / month
Paybackin months

We run the numbers with you — based on your volume and your figures.

How we work

Close to the team.
And on the risk first.

Weekly, not quarterly.

Progress every week, not just at the steering committee. You see real interim results regularly and decide based on evidence.

In the loop from day one.

We work directly with the people who run the process today. That way we understand exceptions, tacit knowledge, and quality criteria early.

What could fail comes first.

Does the system read your documents correctly? Does it classify like your experts? Is the data ready to connect? If not, you know it in weeks — not in months.

How we deliver

Prototype, pilot,
production.

You decide after each phase whether the next step is worth it — from a prototype on a real case to a production system in daily operations.

PrototypeWeek 1 – 2

First understand,
then prove it.

We go into the process with your team, review real data, and build a quick prototype on a real case — before any budget is spent.

  • Walkthrough with the team on real data
  • Prototype as a feasibility test on a real case
  • Business case: volume, effort, impact, payback
Kick-off & walkthrough
Data sample
Feasibility test
RecommendationBuild a pilot / no pilot
Today · manual
With pilot

Illustrative impact — the real figures come from the pilot, measured against your status quo.

PilotWeek 3 – 8

Build first
what could fail.

The smallest system that makes sense: real data, real workflow, in shadow mode alongside the live process — measured against your status quo.

  • Narrow scope: one area, one use case
  • Weekly iterations with real users
  • Measured against the status quo: time, volume, errors
ProductionPilot + 2 – 3 months

Connect, scale,
hand over.

We connect the system to your existing systems, harden it for production volume, and hand it over cleanly to your IT. Operated by us, by you, or hybrid.

  • Integration with ERP, CRM, DMS — SSO, audit logs, backup
  • Training for the teams, handover with run-book
  • Operations: managed, self-hosted, or hybrid — no lock-in

Custom system

ERP

Inventory, orders

CRM

Sales / service

DMS

Documents

SSO

Auth / directory

EU / on-prem · single-tenant · no lock-in

Unfuture AI Platform

We don't start from scratch.
The foundation is in place.

Custom systems run on our AI App Platform — single-tenant, self-hostable, and built so that your control over data and operations stays with you.

SSO and identity federation, connector framework, LLM gateway with budget control, full audit log. What every project needs, we don't rebuild every time.

Platform stack

Apps

Custom apps · database-per-app

Connectors

Mail · calendar · ERP integration

LLM Gateway

Multi-provider · budget control

Auth

SSO · identity federation

Hosting

EU / on-prem

Tenant

Single

Lock-in

None

What stays with you

Your data,
your code,
your control.

Code, data, and hosting — under your control

Single-tenant is the default. Source code, models, and data paths belong to you. Hosting in a European cloud or on-prem with you — your call.

Compliance in the architecture

EU AI Act, GDPR, and your industry-specific requirements sit in the system — not in an appendix. Whatever needs to be checked is checked traceably.

People in the lead where it counts

Human-in-the-loop for sensitive steps. The system proposes, your team approves — and every decision is traceable back to the source.

Vision einer anderen Zukunft — ein Pfad in die Weite.

Let's talk

30 minutes.
One concrete process.

Tell us about a process that ties up time, creates errors, or limits growth. We'll assess whether a custom AI system makes sense — and what a solid pilot would need to look like.

Book a call with Dennis