Understand
Map the task, decisions, exceptions, systems, data and people involved before selecting a technology.
Automation
Automation is no longer one tool or one robot. A modern process can combine APIs, workflows, scripts, RPA, AI agents and human decisions.
The automation stack
How we think
Map the task, decisions, exceptions, systems, data and people involved before selecting a technology.
Remove unnecessary steps and decide where APIs, workflow logic or direct integration are more robust than screen automation.
Use deterministic automation for predictable work and AI where interpretation, language or context adds value.
Define permissions, approvals, human review, logs and escalation paths before automation reaches production.
Track time saved, error rates, exceptions, operating cost and the amount of human intervention still required.
Processes change. Interfaces change. Models change. Build automation that can be observed, maintained and improved.
Where AI changes RPA
Traditional RPA is strong when a task is repetitive, rules are clear and the interface is stable. AI adds a different capability: interpreting language, documents, images and ambiguous requests.
The useful question is no longer “RPA or AI?” It is “which step should be deterministic, which step needs interpretation, and where should a person remain in the loop?”
We don't start with the tool. We start with the process.
Typical opportunities
Read incoming messages, extract information, classify the request and route it to the right workflow.
Extract fields from PDFs or forms, validate them and send structured information to an ERP, CRM or database.
Connect applications directly when APIs exist; use interface automation when they do not.
Automate preparation and routing while keeping a person responsible for sensitive or exceptional decisions.
Retrieve procedures or policies, interpret the request and trigger the next permitted action.
Design escalation from the beginning instead of treating exceptions as automation failures.
Start small
Describe one repetitive process. We can explore whether API integration, workflow, RPA, AI or a combination makes sense.