Small, concrete scopes before expensive commitments.

01
Find the operational bottleneck

Map the repetitive work, decision points, current tools, data sources, and failure modes.

02
Design the system boundary

Choose the smallest useful workflow, integration, assistant, or software tool that can prove value.

03
Build and validate

Implement the system with clear error handling, human review points, and maintainable software.

04
Improve from real usage

Use the first deployment to tighten prompts, workflows, integrations, reporting, and product fit.