aiSSEMBLE™ User Manual

Key Terms

  • aiSSEMBLE – (pronounced assemble) is Booz Allen’s lean, manufacturing-inspired approach for holistically designing, developing, and fielding AI solutions across the engineering lifecycle: from data processing (DataOps) to model building, tuning, and training (ModelOps, MLOps), to secure operational deployment (DevSecOps).

  • aiSSEMBLE Baseline - An evolving, versioned, core set of capabilities that can serve as an implementation’s foundation, enabling the rapid standup of an operational data delivery, data preparation, and/or machine learning (ML) pipelines.

aiSSEMBLE Overview

The aiSSEMBLE Baseline is an accelerant that helps AI projects by leveraging pre-packaged and tailored components, allowing a shift in focus towards value-added tasks, rather than labor-intensive, boilerplate tasks.

The Baseline also lowers the barrier for including features that are otherwise treated as nice-to-have items, as teams often do not have time to incorporate them (e.g., drift detection, bias detection, provenance capture).

The Baseline is the key enabler for the aiSSEMBLE manufacturing process: a modern take on a holistic, integrated lean software manufacturing process that can deliver a variety of AI products at high velocity. The graphic below demonstrates the steps to kick off an aiSSEMBLE project.

Baseline Overview

New project with aiSSEMBLE

Getting started with aiSSEMBLE is easy! Once you have configured your environment, create your first new aiSSEMBLE project by following our Getting Started guide.