Automated operations workflows
The multi-step processes your team runs by hand, automated across your existing tools, with exceptions routed to a person.
The problem
- A single process touches four systems and three people before it is done.
- Status lives in someone's inbox, so nobody can see where a case is stuck.
- Exceptions are handled by whoever notices them first.
Tools it connects
- Slack
- Notion
- Airtable
- Google Workspace
- Microsoft 365
- Custom APIs
How we measure the results
Every number comes from your own systems and the agent's audit trail, measured against a baseline taken before launch.
1Baseline
Before launch we measure the same numbers for two weeks, from your own systems, so results are compared, not claimed.
2Log every run
Each run writes to the audit trail: time taken, actions, tools touched, handovers and every human decision.
3Weekly report
A short report compares each metric with the baseline and lists the cases a person had to fix.
4Monthly review
With the workflow owner we tune thresholds, fix exceptions and decide what the agent takes on next.
| Metric | How we measure it | Data comes from |
|---|---|---|
| Process cycle time | Time from trigger (a signed contract, say) to the last step completed. | Audit trail timestamps |
| Manual touches per case | Number of steps a person had to do by hand, per case. | Audit trail |
| Exception rate and how fast exceptions are cleared | Share of cases routed to a person, and time until they were resolved. | Audit trail and task tool |
| Hours saved per week | Cases run by the agent multiplied by the baseline manual time per case. | Baseline sample and audit trail |
| Error and rework rate | Cases that needed correcting after completion, checked on a weekly sample. | Reviewed sample |
Guides and articles
- n8n workflow monitoring for business teams: failures, retries and handoffsA green execution is evidence about the run, not proof the customer request reached the right person. Monitor the business outcome too.
- Back-office automation for small businesses: where to startPick one repeatable administrative process, score it honestly and define a pilot your team can judge.
- Workflow automation ROI calculator: measure time, cost and paybackTransparent formulas, a labelled hypothetical example and an editable worksheet that keeps capacity value separate from cash savings.
Frequently asked questions
Still weighing it up? Ask us directly. We reply within one business day.
Ask a questionMapping it is the first step, and usually the most valuable part. We can start mapping it with you in a demo.
Find the first workflow worth automating.
Book a free call and we will tell you honestly whether AI automation helps, and where to start.
We reply within one business day.