What Is RPA? (Robotic Process Automation, Plain English)

RPA stands for Robotic Process Automation. It is software that mimics repetitive human interactions with computer interfaces - clicking buttons, copying data between systems, filling out web forms, reading emails - without modifying the underlying applications.

An RPA bot records UI interactions and replays them reliably. It's not a robot in the physical sense. It's a software process running on a computer that operates applications the way a human would, using keyboard inputs and mouse clicks.

Most enterprise software was built before APIs APIsClick to read the full definition in our AI & Automation Glossary. were standard. Legacy billing systems, government filing portals, older practice management tools, and court case management systems often have no programmatic integration option. You can't call an API APIClick to read the full definition in our AI & Automation Glossary. because one doesn't exist.

RPA fills this gap. When you can't connect to a system through code, you connect through its user interface instead.

This is the exact boundary of RPA's usefulness. If a modern API APIClick to read the full definition in our AI & Automation Glossary. exists, use it. If a native integration exists in your workflow tool (n8n, Zapier, Make), use that. RPA is the automation of last resort for systems that provide no other integration path.

Recording phase: You perform the task manually while the RPA tool records every click, keystroke, and screen interaction. The tool generates a script from your actions.

Playback phase: The bot executes the recorded script - opening applications, navigating menus, entering data, clicking buttons - at machine speed without human intervention.

Scheduling: Bots can run on a schedule (every night at midnight to transfer the day's billing data) or triggered by events (a new document appears in a folder).

Exception handling: When the screen doesn't match what the bot expects - a popup appears, a field is missing, a system is down - the bot flags the exception for human review and stops.

| Dimension | RPA | AI Automation (n8n + LLM LLMClick to read the full definition in our AI & Automation Glossary.) | |---|---|---| | Input type | Structured, uniform UI interactions | Structured or unstructured data | | Decision-making | Rule-based, no judgment | Contextual reasoning, handles variation | | Setup | Record UI interactions | Build workflow with API APIClick to read the full definition in our AI & Automation Glossary. integrations | | Maintenance | High - breaks when UI changes | Low - API APIClick to read the full definition in our AI & Automation Glossary.-based integrations are stable | | Best for | Legacy systems with no API APIClick to read the full definition in our AI & Automation Glossary. | Documents, emails, variable inputs | | Cost | $100-500+/month per bot | $20-100/month for full workflow platform |

For professional services: the majority of modern automation needs (document processing, email handling, CRM CRMClick to read the full definition in our AI & Automation Glossary. updates, lead qualification, billing workflows) are better served by n8n with AI nodes. RPA is appropriate for the specific case of legacy system integration with no modern alternative.

Court filing portals: Government e-filing systems often lack APIs APIsClick to read the full definition in our AI & Automation Glossary.. An RPA bot can log into the portal, navigate to the filing section, upload documents, and confirm submission - automatically, nightly.

Legacy billing system extraction: Older timekeeping systems without APIs APIsClick to read the full definition in our AI & Automation Glossary. can be scraped by an RPA bot to extract daily time entry data into a standardized spreadsheet for reporting.

State licensing portals: Renewing professional licenses through state government websites often requires navigating multi-step web forms. RPA handles this without human clicks.

Payroll system data entry: Transferring employment data from HR software to legacy payroll systems that predate modern integrations.

Do not use RPA for workflows where:

• A modern API APIClick to read the full definition in our AI & Automation Glossary. exists (CRM CRMClick to read the full definition in our AI & Automation Glossary., accounting software, email, document management)
• Input data varies (email content, document formats, client requests)
• The underlying UI changes frequently (web apps update constantly; bots break)
• You need AI reasoning (classification, extraction from unstructured text)

RPA maintenance is the hidden cost. Every UI change in the target application requires the bot to be retrained. Web-based targets are especially fragile - a CSS class name change can break a bot overnight.

UiPath: Enterprise standard. Most capable - supports attended bots (human triggers the bot), unattended bots (runs autonomously), and AI-enhanced bots (document understanding, NLP). Pricing: $420+/month per bot. Best for large firms with complex requirements.

Power Automate Desktop (Microsoft): Included in Microsoft 365 Business plans. Strong for Office, SharePoint, and Windows desktop automation. Easiest starting point for firms already on Microsoft 365.

Automation Anywhere: Cloud-native enterprise RPA platform. Comparable capabilities to UiPath at similar pricing. Strong for global enterprise deployments.

Blue Prism: Enterprise-only, strong governance and compliance controls. Popular in financial services and government.

For most professional services firms, Power Automate Desktop covers 80% of RPA use cases at zero additional cost within existing Microsoft 365 licensing.

RPA solves a specific, narrow problem: automating interactions with systems that have no programmatic integration path. It is not a general-purpose automation platform.

If your firm's automation candidate has a modern API APIClick to read the full definition in our AI & Automation Glossary. - and most business software built after 2015 does - skip RPA entirely and build with n8n or a similar workflow automation platform. You'll get more capability, lower maintenance burden, and better handling of variable inputs.

Use RPA for what it's designed for: the legacy system integration that has no better option. Use AI-powered workflow automation for everything else.

What is RPA (Robotic Process Automation)? RPA is software that mimics repetitive human UI interactions - clicking buttons, copying data, filling forms - without modifying underlying applications. It's useful for automating tasks in legacy systems with no API APIClick to read the full definition in our AI & Automation Glossary.. Unlike AI automation, RPA follows fixed rules and cannot handle unstructured data or judgment calls.

What is the difference between RPA and AI automation? RPA automates structured, rule-based UI interactions and cannot handle variable inputs. AI automation (n8n + LLMs LLMsClick to read the full definition in our AI & Automation Glossary.) handles unstructured data, makes contextual decisions, and adapts when inputs vary. Use RPA only for legacy systems with no API APIClick to read the full definition in our AI & Automation Glossary.. Use AI automation for document processing, email handling, CRM CRMClick to read the full definition in our AI & Automation Glossary. updates, and any workflow with variable inputs.

When should a professional services firm use RPA? Exactly one scenario: a legacy system with no API APIClick to read the full definition in our AI & Automation Glossary., high-volume rule-based tasks, and unchanging inputs. Examples: transferring data from legacy billing systems, submitting standardized forms through government portals without APIs APIsClick to read the full definition in our AI & Automation Glossary.. For everything else, use n8n with AI nodes.

What are the best RPA tools for professional services? Power Automate Desktop (included in Microsoft 365) covers 80% of RPA use cases at zero additional cost. UiPath is the enterprise standard for complex requirements ($420+/month per bot). Automation Anywhere is the cloud-native enterprise alternative at similar pricing.