Implementing Automation Anywhere with AI for Intelligent Automation
Automation Anywhere is the second-largest player in the RPA market. A360 (Automation 360) platform with native AI: Document Automation for IDP (Intelligent Document Processing), AI Skills for built-in ML capabilities, Co-Pilot for augmented human workflows.
Key AI components
Document Automation (IDP): Extract data from invoices, delivery notes, contracts, and medical records. Pre-trained models for standard documents (invoices, W-2s, 1099s). Can be trained on custom documents. 95%+ accuracy for well-structured documents.
AI Skills: Built-in ML operations in the drag-and-drop builder: text analysis, sentiment, PII detection, image classification. Ready-made skills without ML configuration.
AARI (AI-assisted Automation): Human-in-the-loop component. The robot requests human confirmation via the unattended → attended transition. Handles exceptions via the human review queue.
Process Discovery: AI-powered user action recording → automatic generation of automation candidates.
Pipeline: 4–12 weeks
Similar to UiPath: Process Analysis → Automation Design → Development → Testing → Production. Automation Anywhere is stronger in cloud-native deployments and multi-tenant SaaS scenarios.
Choosing between UiPath and AA
UiPath: a richer ecosystem, better Document Understanding. Automation Anywhere: better for cloud-native, SaaS-first organizations. In practice, both are strong.