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How to automate business processes

Last reviewed 7 October 2026

The short answer
Pick one repetitive process with a clear owner and a measurable outcome. Map how it actually runs, using system event logs where you can. Decide which steps software should do, which need a person, and where approvals sit. Build one workflow at a time, test it on real past cases, then measure cycle time and errors against your baseline.

The steps, in order

IBM defines business process automation as a strategy that uses software to automate complex and repetitive business processes. Its guidance lists practices such as assessing your appetite for automation, identifying processes, scoping the project, involving stakeholders, defining the process steps, setting clear goals, measuring and adapting, and training employees. The steps below put that work in order.

  • Choose the process. Look for work that repeats often, follows rules that are mostly known and has one owner. IBM’s examples include employee onboarding, purchase orders and accounts payable, contract management and IT service desk work.
  • Measure the baseline. Record cycle time, rework and the people time per case before you change anything, or you will not be able to show that automation helped.
  • Map the process as it runs. Interview the people who do the work, then check the map against event data from your systems.
  • Split the steps. Fixed rules become workflow steps, reading unstructured input can go to a model, and judgement or anything irreversible stays with a person.
  • Place approvals where a mistake costs most: payments, contract terms, access to sensitive systems and messages to customers.
  • Build one workflow and test it on real past cases, including the awkward exceptions, before it touches live work.
  • Run it, compare against the baseline, adjust, and train the people whose work has changed.
Kind of stepExampleUsual tool
A rule between applications that have APIsCreate the accounts when an offer is signedA workflow or iPaaS step
Screen work in a system with no APIKey data into a legacy HR screenRobotic process automation (RPA)
Reading unstructured inputPull fields from an emailed invoiceA model step with validation rules
Judgement or an irreversible actionApprove a payment above a limitA named person at an approval step
Finding where time goesFind the handoff where cases waitProcess mining on event logs
Which kind of tool usually fits which kind of step.

Map the process from evidence, not memory

People describe a process as the policy says it runs. Systems record how it actually ran. Microsoft describes process mining as a technology that extracts event data from your systems of record, visualises the processes in your organisation and helps you find the root cause of inefficiencies and the opportunities for automation.

You do not need a process mining product to start. An export of timestamps from a ticketing system or an ERP, sorted by case, already shows where cases wait. Automation pays off most at the waits and handoffs, rather than at the steps that are already quick.

A worked example: onboarding a new employee

An HR team onboards new starters by email and spreadsheet. The baseline is the number of days from a signed offer to a working laptop and accounts. The event data shows that most of the elapsed time is spent waiting for an IT ticket to be picked up, not on any one task.

The team automates one workflow. A signed offer triggers it. The workflow creates the directory account through the identity provider’s API, opens the equipment order, and drafts a welcome email that the hiring manager approves before it is sent. Access to finance systems needs the manager’s approval at a separate step. A clerk handles any case where the start date or role is missing.

After a month the team compares days to a working laptop with the baseline, reads the exception log, and only then automates the next workflow, which is the first-day schedule.

Why automation projects stall

IBM names three obstacles. What works for one set of tasks may not adapt to another, so scaling is harder than the first project suggests. Keeping people and automated systems in step is complex. And many organisations lack enough process documentation to automate from.

Two more are common. Automating a broken process makes its errors arrive faster. And automation with no record of who approved what leaves you unable to answer an auditor or a customer, so keep an approval record from the first workflow onward.

Where AI fits in an automated process, and where it does not

A model is useful at steps that read or write language: classifying an incoming email, pulling fields from an invoice, drafting a reply. Treat its output as a proposal that a rule or a person checks, especially when the next step moves money or changes a record.

Keep models out of steps that need exact arithmetic or a fixed rule. A total, a tax rate or an approval limit belongs in ordinary workflow logic, where the same input gives the same result every time.

Where Swfte stands

Where Swfte fits

Built in the product

Studio builds agents and workflows for the build and run steps above. A workflow calls models through Connect and tools through integrations, and an approval step pauses a run for a named person. Workflows have versions with promote and rollback, and each step records traces, logs and token cost.

Swfte does not do process mining or screen-level automation of systems that lack APIs. Approvals exist in several parts of the platform and are not one unified inbox, and separation of duties is enforced by whom you assign to each approval step, not by the platform.

Common questions

Which business processes should I automate first?
Start with a process that repeats often, follows mostly known rules, has one owner and has a number you can measure, such as days to pay an invoice. Avoid processes that are being redesigned, and avoid ones where every case is an exception, because the automation will be rebuilt or bypassed.
What is the difference between business process automation and RPA?
IBM treats business process automation as the overall strategy and lists robotic process automation as one technology used within it, alongside workflow orchestration, BPM and AI. RPA drives user interfaces the way a person would, which helps with systems that have no API but breaks when screens change.
Do I need developers to automate a business process?
Not always. Visual workflow tools let operations staff build steps that connect common applications. You will still want a developer for custom APIs, error handling and testing against real cases, and someone who owns the process must decide the rules, the approval limits and who handles exceptions.
How do I keep control over automated decisions?
Put an approval step in front of anything that moves money, changes access or speaks to a customer, and name the approver. Keep a record of each run: the input, what the automation proposed, who approved it and when. Review the exceptions regularly and change the rules from what you find.
How do I know whether the automation worked?
Compare the same measures you recorded before you started: cycle time, rework, people time per case and errors that reached customers. Look at the exception log as well. A faster process that sends more cases to exceptions may only have moved the work somewhere else.
Evidence

Sources

Facts about other vendors and about the terms on this page were read on the pages below on 7 October 2026. Vendor plans, names and menus change, so check the vendor’s page before you rely on a detail.

  1. IBM Think, what is business process automation (read 2026-10-07)
  2. Microsoft Learn, overview of process mining in Power Automate (read 2026-10-07)
  3. Microsoft Learn, what is Azure Logic Apps (triggers and actions) (read 2026-10-07)

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