AI tools are easy to test and hard to operationalize.
Most teams fail because they start with tools, not workflows.
Our sequence
- Map the current workflow and bottlenecks
- Define quality thresholds and human approvals
- Introduce automation only where it reduces friction
- Measure impact weekly and refine continuously
AI should remove drag, not create more process.
The goal is not more tooling. The goal is better throughput with consistent quality.