Start with the job
We choose a narrow workflow where speed or quality can genuinely improve.
05 / LULU MEDIA SERVICE
We identify repetitive work and customer friction, then prototype focused AI and automation workflows with clear human review, fallback states and measurable utility.
Discuss this service01Workflow and opportunity mapping
02AI-assisted prototypes
03Knowledge and prompt systems
04CRM and service integrations
05Human approval flows
06Safety and fallback design
HOW THE WORK MOVES
We choose a narrow workflow where speed or quality can genuinely improve.
We test data, human review, failure states and ownership before scaling.
The workflow is connected to real tools and evaluated against a useful operational baseline.
USEFUL ANSWERS
No. The goal is to remove friction and support judgment. Human ownership and approval remain explicit.
Usually, subject to available APIs and permissions. Access and data handling are reviewed before implementation.