Model and test customer engagement workflows before committing to production campaigns. Prototype sequences, measure expected reach, and stress-test logic in an isolated sandbox.

Interactive demonstration of the flush pipeline for stakeholder walkthroughs. Run controlled scenarios, visualize step-by-step data flow, and export results for review.

Compute and benchmark cycle times across revenue operations stages. Input pipeline data, identify bottlenecks, and generate shareable reports for leadership reviews.

Extract, transform, and export waveform datasets from source systems. Supports batch operations, configurable output formats, and audit logging for compliance workflows.

Simulate flush volume and concentration profiles through a pressure vessel system. Visualize dimensionless velocity, concentration distribution, and cumulative liquid volume in real time.