Where trac adds value

Governed execution for your critical analytics workflows

trac is not a modelling tool or data platform. It provides a controlled execution method for workflows where calculations are complex, scrutiny is high, reproducibility is mandatory.

Dimension	Prevailing patterns	Calculation-as-Contract
Optimises for	Speed and scalability	Auditability and repeatability
Execution semantics	In code, pipelines, environment configuration	In a single object - the contract
What persists	System logs and outputs	The contract, referenced artefacts, outputs
To evidence a calculation	Manual controls and documentation	Query the contract
To repeat a calculation	Manual reconstruction	Re-submit the contract

Model Developer

Build models that run consistently across environments

Define model logic once and execute it the same way in development and production, without adapting models for deployment or governance.

Model Owner

Run workflows with built-in control and transparency

Every result is reproducible and fully traceable, with complete lineage across inputs, transformations, and outputs.

Platform Engineering Lead

Platform support without owning business pipelines

The control environment allows models and data to safely owned by business users; platform teams focus on technical services and infrastructure.

Model Risk Manager

Validate using the same execution model as production

Perform validation directly on governed calculations, with transparent logic and repeatable evidence for review and oversight.

Internal Auditor

Trace every result to how it was produced

Access a complete, immutable record of execution, without reliance on manual documentation or reconstruction.