Signs this is a good fit
- Repetitive knowledge work happens every day across the team
- Intake, follow-up, drafting, or documentation absorbs expensive staff time
- Workflows span multiple tools and handoffs instead of one clean system
- The owner or managing lead still carries too much process knowledge
- The team needs practical implementation help, not another AI sandbox