
Most projects take between 4–12 weeks depending on complexity. Simple automation is quicker, while systems with integrations or multiple workflows take longer to design and test properly.
No. Many businesses start with messy or incomplete data. Part of the process is organizing and preparing it so the AI system can actually use it effectively.
Yes. Most systems are built to integrate with CRMs, internal dashboards, APIs, and databases so you don’t have to replace your current setup.
Ready-made tools are general-purpose. Custom AI is designed around your workflow, so it adapts to your process instead of forcing you to change it.