Cost Allocation Engine and Margin Analysis Model

Transform raw cost data into precise, transaction-level profitability insights with full audit traceability.

Key capabilities

Multi-step Rules

High-precision cost drivers & residual sweeps aligning with real-world finance policies.

Custom Logic

Ratings, weightings, inflation factors, and scenario overrides without custom code deployments.

Data Quality

Continuous validation ensuring 100% accuracy before data reaches reporting tools.

End-to-End Lineage

Timestamped logs, versioned rule sets, and rollback functionality for full audit readiness.

Data & Integration

Flexible Inputs

CSV, JSON, Excel, SQL, REST, ODBC, S3/Blob storage.

Versatile Outputs

Relational tables, Parquet/CSV, real-time API, Power BI, Tableau, Looker.

Open Formats

No vendor lock-in with fully open data exports.

Architecture & Deployment

Runtime & Hosting

Pure Python 3.x, compatible across Linux, Windows, Mac & containerized environments. Runs on desktops, on-prem, or cloud (AWS, Azure, GCP).

Scaling & Dependencies

Horizontal & vertical scaling for datasets from thousands to billions of rows. Fully open-source stack with zero licensing fees.