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Self-Employed Small/Medium Business

"Delegate the Routine. Unlock Your </Business Efficiency>."

The Issue

Are you stuck trying to automate that final, hardest 20%?

Is automation sparking tension in your team?

Are you ready to face a tougher market landscape?

Do you worry to fall behind in the AI race?

The Solution

Transition from rigid automation to </adaptive resilience>

The calculus: Rigid Automation + AI = Adaptive Automation.

Break the rigidity of rule-based systems. Seamlessly integrate insular systems and transform distributed data into a single source of truth.

The non-linear cycle:

  • from data 🡒 insight
  • from ambiguity 🡒 intention
  • from complexity 🡒 model
  • from probability 🡒 decision

Move from building automation to procuring it </as a service>

  • Reduce the technical complexity that automation brings to your processes.
  • Avoid tensions by minimizing the exposition of your workforce to automation changes.
  • Experience tailor-made yet affordable solutions in a high-wage country.
  • Scale business to meet peak customer demand.
  • Benefit from automated data validation and quality control.

The Service

25 Years Technical project management experience
8 Years Classic automation & machine learning experience
2 Year Large language models (LLM) & transformers

I operate at the edge where standard tools start failing but the messy practice begins. I navigate ambiguities, incomplete information, and exceptions as part of my bread and butter business.

I track down the hidden value in your data and explore new heuristics to further increase your efficiency. </Tailor-made solutions>, not out-of-the-box promises.

I render your downstream processes seamlessly across different IT systems.

The Insight

Beyond the fuss: How can AI transform standard automation?

1. Specifications are the Asset

Code is just the byproduct. Specifications generated in formal but natural language with LLMs as a sparing partner allow for higher abstraction and easier reasoning. Revising specs is far more efficient than refactoring code.

2. The Adaptive Process in a Nutshell

01. The Constitution (The Rules)

Immutable business intent and "perfect" benchmarks serving as absolute truth.

02. Input Diagnosis (The Filter)

Classifies data deltas. Evolution (safe changes like formatting) is allowed. Corruption halts for human review.

03. Legislation (The Fix)

Generates new code for safe changes, ensuring backward compatibility.

04. Verification (The Score)

Validates output against the Constitution with a confidence score.

Start the Journey

Start outsourcing a small process to get the full experience. No setup fees, pay on demand.

or email directly: Mr. Iven Marquardt

Automation Experience Cloud

API Integration BMEcat CAMT Classification Clustering Converter Data Extraction DATEV E-Invoicing eCl@ss ETL Pipeline Financial Accounting Forecasts/Regression Mandatory Documentation OCR Outlier Detection Parser Recurring Posting Sentiment Analysis Time Series Analysis Transcription

Berlin :: From here we liberate your workplace

"Either you prompt or are left behind."

The capital as a symbol for the constantly struggling market forces.