The Engineering Behind Intelligent Operations.

SOMR Engine® provides the building blocks of intelligence. ChordX™ determines how those capabilities should be selected, combined, and organized to solve a specific problem.

Different problems may share underlying structures, but their objectives, constraints, and workflows are rarely identical. ChordX™ starts with the problem, not with a predefined AI model or algorithm.

Inspired by how a small set of musical chords can produce countless compositions, ChordX™ applies the principle of composition to intelligent decision systems.

The problem determines the composition. The composition determines the system architecture.

Define → Route → Design → Compose → Validate. From understanding human needs and identifying problem structures to designing workflows, selecting methods, and validating results.

ChordX™ is our overarching engineering framework, connecting problem understanding, intelligent composition, and structured execution.

Grounded in Business Knowledge. Before designing intelligent workflows, we identify the business concepts, relationships, and rules needed for the task. This lightweight knowledge foundation helps connect operational requirements to structured decisions and execution. See how it supports our agents →

ChordX™ determines how intelligence should be composed. DEP (Decision Execution Pipeline) translates that design into an explicit, executable workflow.

Real-world problems begin with incomplete information, competing objectives, and operational constraints. Problem and Interaction Tables (PT/IT) capture the human-facing requirements before they are translated into machine-execution logic.

DEP organizes the workflow into two types of nodes:

• Decision Nodes (D). Evaluate alternatives and make structured decisions using defined decision methods.
• Execution Nodes (E). Perform specific operations such as extracting information, transforming data, generating outputs, or executing authorized actions.

Each node has a defined purpose, inputs, outputs, method, and validation criteria. Together, they form a workflow that can be tested, inspected, and adapted to changing requirements.

Structured by design. Traceable by execution.

Evidence validation, error handling, and human oversight are incorporated where the decision risk requires them.