AI automation does not necessarily require replacing your existing software.
It can operate as an orchestration layer connecting CRM and ERP platforms, email systems, messaging tools, ecommerce platforms, payment gateways, document storage, support software, databases, dashboards and custom applications.
Where an API or webhook is available, the workflow can connect directly. Where standard integration options are limited, custom middleware can validate, transform and route the data.
Human Oversight and Reliable Automation
Not every decision should be made automatically.
A workflow may handle straightforward tasks, leaving the uncertain, sensitive, or critical ones for a human being. The human intervention can be enforced by confidence thresholds, approvals, permission rules, queues, and escalation rules.
The production workflows can have validation, access restrictions, timeouts, retry logic, notifications on failures, logging, and queues of exceptions.