Scattered scripts
Each team member has their own version, with no review or common validation.

Turn your processing chain into a versioned, tested, reproducible pipeline from import to analysis.
Local scripts, undocumented dependencies, forgotten parameters: every analysis is a new adventure.
Each team member has their own version, with no review or common validation.
One updated package or different environment silently changes results.
Impossible to review exactly how a result was obtained.
The MVP encodes your workflow into reproducible steps with versioning, pinned environment, and execution logs.
Import, cleaning, transformation, and analysis split into individually testable steps.
Containerization and dependency management to guarantee the same result everywhere.
Each run keeps its parameters, versions, and results for full review.
Reproducibility becomes the norm for your critical analyses.
We take a representative workflow and turn it into a robust pipeline.
Identification of the most critical workflow and fragility points.
Encoding steps, tests, containerization, and documentation.
Pilot runs, comparison with the old workflow, and handover.
We’ll show you how to make a critical pipeline reliable in 20 minutes.