Service 04 — Advanced Analytics

Scientific Precision. Comprehensible, reliable, and value-adding.

We consciously distance ourselves from unrealistic promises in the AI space. We deliver data science solutions that are mathematically sound and completely controllable.

Core Competences

Classic Strength instead of Blackbox

Classic Machine Learning (Robust & Explainable)

Where oversized AI models fail and generate unnecessary computational costs, we rely on high-performance, classic ML methods:

Predictive Pricing: Automatic, dynamic pricing systems with significantly reduced error rates.
Anomaly Modeling: Identification of suspicious transactions and data errors using Isolation Forests and quantitative algorithms.
Classification & Prediction: Customer segmentation and lead generation using highly precise decision trees (Decision Trees, XGBoost, Random Forest Classifiers).
Clustering & Segmentation: Unsupervised pattern recognition and data segmentation via K-Means, DBSCAN, and hierarchical clustering for deep customer analytics and process optimization.

Feature Store Architectures & MLOps

We build the foundation for your data science research. We develop and operate bi-temporal feature stores to reliably eliminate historical biases (forward-looking bias in backtesting).

[EAV Modeling]

EAV (Entity-Attribute-Value) modeling for temporally versioned vintage data.
[MLflow]

Experiment and lifecycle tracking via MLflow.

Schedule Consultation

No experiments. Measurable models.

From feature engineering strategy to the production-ready model – mathematically robust and fully auditable.

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