Agentic Coding · LLM orchestration · Process automation

We build the autonomous agents that make your company faster.

mabucon uses Agentic Coding to build custom AI systems that don’t just assist your operations — they run them. Processes that took days now take minutes: precise, scalable and available 24/7.

90%
less handling time per task
24/7
autonomous execution, no breaks
100%
tailored to your processes
agent.run("process")
Eingang erkannt · E-Mail + PDF
Kontext geladen · RAG aus Firmenwissen
ERP geprüft · Preise & Bestand
Entwurf erstellt · regelkonform
Freigabe angefragt · Human-in-the-Loop
Vorgang abgeschlossen in 1.8 s
LLM orchestrationMulti-agent systemsRAG pipelinesTool callingMCP serversVector embeddingsWorkflow automationPrompt engineeringFine-tuningHuman-in-the-loopCopilotsData pipelinesAPI integrationGuardrailsEvalsLLM orchestrationMulti-agent systemsRAG pipelinesTool callingMCP serversVector embeddingsWorkflow automationPrompt engineeringFine-tuningHuman-in-the-loopCopilotsData pipelinesAPI integrationGuardrailsEvals

What is Agentic Coding

Not off-the-shelf software. Agents that actually think.

Classic automation follows rigid if-then rules. Agentic Coding goes further: we build autonomous AI agents that understand tasks, plan independently, operate tools and make decisions — embedded in your existing systems and secured by clear guardrails.

Understand, not just execute

Our agents capture context from emails, documents, databases and APIs — and independently derive the right next step. Always grounded in your company knowledge via RAG.

Act with tools

Through tool calling and MCP servers, the agents operate your systems: CRM, ERP, accounting, inboxes, internal tools. They read, write, verify and trigger follow-up processes.

Safe & transparent

Guardrails, approvals (human-in-the-loop) and full logging. Every action is auditable, every step traceable — GDPR-compliant and, if you wish, inside your own infrastructure.

Scales without extra cost

One agent handles one case as reliably as a thousand. Peak loads, night shifts, seasonal spikes — capacity grows instantly, without new hires or waiting times.

Use cases

Turn “that’ll take a while” into “already done”.

Three typical workflows — tedious and manual before, orchestrated by agents after. We analyse your real processes individually.

Quotes & orders

From inquiry to quote

Result: Turnaround from ~45 min to under 2 min per quote.

Before — manual

  • Capture inquiry from email manually
  • Re-type data from PDF/attachment
  • Look up prices & availability
  • Write, check and send the quote

With mabucon agents

  • Agent reads the inquiry + attachments automatically
  • Matches items, prices & stock in the ERP
  • Drafts the quote in line with your rules
  • Human approves — agent sends & files it
Support & inbox

An inbox that sorts itself

Result: 70–80% of standard requests resolved with no human touch.

Before — manual

  • Read and triage every email by hand
  • Answer the same standard questions again and again
  • Copy cases into the ticket system
  • Forward escalations manually

With mabucon agents

  • Agent classifies, prioritises and replies
  • Answers routine cases from the knowledge base (RAG)
  • Creates tickets and enriches them with context
  • Escalates complex cases to exactly the right person
Reporting & controlling

Reports that write themselves

Result: Up-to-the-day reports instead of month-end — with zero manual work.

Before — manual

  • Export data from several sources
  • Merge and clean it in Excel
  • Build analyses and charts
  • Format and distribute the report

With mabucon agents

  • Agent pulls data via API from every system
  • Validates, links and checks for anomalies
  • Creates the analysis, visuals and a plain-text summary
  • Distributes the report to recipients on schedule

How it works

Your own agent in four steps.

01

Potential analysis

We examine your operations and identify the processes with the highest automation leverage — transparently rated by effort and impact.

02

Architecture & prototype

We design the agent architecture, define guardrails and deliver a working prototype on a real use case in a short time.

03

Integration

Connection to your systems (CRM, ERP, inboxes, APIs), evals and hardening. Step by step, secure and without disrupting your operations.

04

Operation & scaling

Monitoring, continuous improvement and expansion to more processes. You always see what the agent does and the value it creates.

What to expect

From the first idea to a running agent — predictable.

Transparency from the start: you always know what we are working on, what it costs and the value it creates.

01

A clear first conversation

No obligation, concrete, no sales pressure. We listen and tell you honestly whether and where Agentic Coding pays off for you.

02

An honest assessment

You receive a transparent effort-vs-impact analysis — including the cases where we advise against it.

03

Fast, visible results

A working prototype on a real use case, instead of months of concept phases.

04

Full control

You keep data, decisions and approvals. The agent works for you — not the other way round.

Why mabucon

Strategy, law and technology from a single source.

Most automation projects fail not because of the technology, but because of unclear processes, missing governance and data-protection questions. We think across all three layers at once.

We understand your business, not just your code

Before we build an agent, we analyse the process behind it. We only automate what genuinely pays off — rated by effort and impact.

Data protection & compliance as a foundation

Designed to be GDPR-compliant, on request inside your own infrastructure or in EU data centres. Legal understanding is part of the team here, not an external factor.

From prototype to operation

We deliver not just a demo, but production-ready systems including monitoring, evals and continuous improvement.

Multilingual & international

Agents, interfaces and communication in German, English, Russian, Danish and Polish — for teams and markets across borders.

Full depth, no vendor lock-in

We rely on open standards (MCP, open-source models where sensible) and document things so you stay independent.

Owned by humans

Human-in-the-loop, clear approval points and a contact who takes responsibility — not an anonymous platform.

People stay at the centre

More impact per person — not fewer people.

Agentic Coding takes the monotonous, time-consuming assembly-line work off your team’s plate: typing, looking up, forwarding, copying. What remains is the work humans do best — decisions, relationships, creativity, growth. Your experts work on what you hired them for instead of routine. You gain speed and capacity without giving up quality or control.

About us

From building a nationwide law firm to process intelligence.

Dr. Maik BunzelDr. Maik BunzelFounder & Managing Director

mabucon was founded in 2021 by Dr. Maik Bunzel. Building a nationwide specialist firm with several offices and thousands of cases in just a few years teaches you first-hand where organisations really lose time — and how to digitise and scale operations so that quality and speed rise together. That experience is exactly what we now translate into autonomous AI systems for businesses.

Over roughly a decade, Dr. Maik Bunzel built a specialised boutique with offices in Cottbus, Berlin and Kiel and was responsible for several thousand cases. That growth produced a deep understanding of how to automate structures, documentation and communication so that a small team can achieve a great deal.

As a certified specialist lawyer, lecturer and author, precision is not a buzzword for him but a craft. That accuracy is the foundation of Agentic Coding: AI agents must not be only roughly right — they have to work in a traceable, compliant and verifiable way.

Internationally connected across the USA, Poland, Russia and Scandinavia, we design solutions to be multilingual and cross-border from the start — matching the five languages in which we support you.

Discretion

We publish no clients, no references, no case studies. What we build for you stays yours. Confidentiality is part of the architecture — not just a clause in the contract.

Eye level

No buzzword show, no inflated promises. We explain in plain terms what an agent can do, what it cannot, and where the human decides.

Transparency

Open methodology, a clear effort-vs-impact assessment, traceable costs. You always know what we do and why.

Which of your processes could run by itself starting tomorrow?

In a free potential analysis we show you exactly where Agentic Coding has the biggest leverage for you — no obligation, with a clear effort-vs-impact assessment.

Request potential analysis

Contact

Which of your workflows should become smarter first?

Briefly describe the process you would like to support or replace with AI. We will get back to you with a first, concrete assessment — no obligation and confidential.