Anonymised practical scenarios
AI Automation Case Examples for Australian SMEs
See how common enquiry, document and reporting workflows can be redesigned with Microsoft 365, rules-based automation and carefully controlled AI assistance.
Evidence and transparency
How to read these examples
Each example separates predictable workflow rules from AI-assisted tasks and retains human approval where context or risk requires it. Actual feasibility depends on systems, data, licences, permissions and exceptions.
Case example 1
Professional-services enquiry triage and follow-up
Before
- Website enquiries arrive in a shared mailbox.
- Staff re-enter contact details into a spreadsheet or CRM.
- An owner is selected manually.
- Follow-up timing depends on memory.
- Managers cannot see unassigned enquiries easily.
Proposed controlled workflow
- Capture structured form data.
- Classify the enquiry category with rules or AI assistance.
- Create a CRM or SharePoint record.
- Assign an owner using agreed routing rules.
- Draft an acknowledgement for human review.
- Escalate enquiries without activity after an agreed period.
Illustrative planning assumptions
enquiries per month
potential handling-time reduction per enquiry
illustrative monthly capacity released
Case example 2
Invoice and supplier-document processing
Before
- PDF invoices arrive by email in different layouts.
- Staff save attachments and type fields manually.
- Missing references create back-and-forth email.
- Approvers receive incomplete information.
- Processing status is difficult to track.
Proposed controlled workflow
- Save attachments to a controlled location.
- Extract supplier, reference, date and amount fields.
- Validate required values and flag low-confidence extraction.
- Check agreed duplicate indicators.
- Route to an authorised approver.
- Record the outcome and notify the process owner.
Illustrative planning assumptions
documents per month
potential reduction per standard document
illustrative monthly capacity released
Case example 3
Field-service reporting and exception escalation
Before
- Technicians submit notes through email and documents.
- Operations staff consolidate updates manually.
- Missing fields delay customer reports.
- Safety or service exceptions may be buried in free text.
- Weekly reports are rebuilt from several sources.
Proposed controlled workflow
- Collect structured job information with a form.
- Check mandatory fields before submission.
- Summarise approved notes into a report draft.
- Flag selected exception terms for urgent human review.
- Create follow-up tasks for incomplete work.
- Prepare a weekly operational summary.
Illustrative planning assumptions
job updates per month
potential administration reduction per update
illustrative monthly capacity released
Reusable measurement framework
Turn a scenario into a measurable business case
| Measure | Before implementation | After implementation |
|---|---|---|
| Monthly process volume | Measure representative tasks | Confirm actual automated and manual volumes |
| Handling time | Sample normal and exception cases | Measure staff time including review |
| Errors and rework | Record corrections and causes | Compare equivalent periods |
| Response delay | Measure trigger-to-action time | Track median and exceptions |
| Workflow reliability | Not applicable | Track successful runs, failures and interventions |
| Operating cost | Current labour and platform cost | Add licences, usage and maintenance |
Controls that apply across all cases
Efficiency should not remove accountability
Human approval
Retain authorised review for sensitive, financial, legal, safety-related or high-impact decisions.
Least privilege
Give connections and accounts only the access required for their agreed workflow actions.
Exception handling
Define unexpected inputs, failure notifications, manual fallback and accountable owners.
Measured outcomes
Compare actual results with a documented baseline instead of relying on projected savings.
Apply the framework to your process
Map and score one workflow before building.
Replace the illustrative assumptions with your own volumes, handling time, systems, exceptions and approval requirements.
How can you automate invoice processing in Microsoft 365?
A typical Microsoft 365 workflow captures an invoice from email or a shared location, extracts or records key fields, checks required information, routes approval, updates the accounting process and preserves an audit trail. Human review should remain for exceptions and high-risk decisions.
Invoice workflow self-assessment
- How many invoices arrive each month and through which channels?
- Where are supplier, coding and approval rules recorded?
- Which exceptions require human judgement?
- Who can approve each value threshold?
- How will duplicates, failures and audit evidence be handled?
When professional help is appropriate
Use professional help when invoices contain sensitive data, multiple legal entities or approval paths are involved, accounting integrations need control, or errors could create duplicate payments or reporting problems.
Get the workflow scorecard by email
Score invoice processing before committing to a build.
Relevant paid next step: validate volume, rules, systems, savings and pilot scope through the $995 Workflow Opportunity Audit.
Assess the invoice workflow