Short introduction
Start with one repeated handoff rather than trying to automate the whole business. A useful first project has clear inputs, a repeatable decision and an owner who can handle exceptions. Many tasks can be automated with rules before AI is needed.
Find the repeated handoff
Look for work such as copying website enquiries into a customer system, preparing a standard report or reminding a team about overdue tasks. Record weekly volume, time spent and the mistakes that require rework.
For example, a quote request may move from a form to an inbox, then to a spreadsheet and finally to a staff member. Draw those steps and identify where information is copied twice or ownership becomes unclear. This is an illustrative workflow, not a promised saving.
Decide whether rules or AI fit the task
Use rules when inputs and decisions are predictable: a form category assigns a request to a team, or a date triggers a reminder. AI may help interpret varied text or draft a summary, but its output needs validation appropriate to the task.
Begin with a draft or recommendation when mistakes could affect customers or records. A person can review an AI-prepared reply before it is sent. Define what information the system may read and which actions it may take.
Write down the exceptions
What happens if a required field is missing, a system is unavailable or the same request arrives twice? Give failures a visible destination and an accountable owner. Silent failures simply move admin into troubleshooting.
Agree on retry behaviour, duplicate prevention and a manual fallback. Test representative sample requests, including incomplete and repeated ones. Confirm the workflow does not expose information to someone who should not see it.
Measure the pilot before expanding
Compare handling time and correction rate before and after the pilot. Include the time spent reviewing output and resolving failures, plus subscriptions and support. A faster happy path is not enough if exceptions become harder to manage.
For the brief, specify the starting event, systems involved, expected output, exception owner and acceptance check. J & K can use that scope to assess an integration or custom workflow. Extend it only when the small version works reliably for the team.
Practical checklist
- Map one repeated task and its owner.
- Use rules for predictable decisions.
- Test missing inputs, duplicates and service failures.
- Count review and support time when assessing value.
How J & K Web Collective thinks about this
J & K Web Collective starts with the business goal, current setup and constraints, then scopes a practical next step. Share your existing website or workflow and the outcome you need so we can discuss the right approach.
Sources
Further reading is linked in each article. Examples illustrate decisions; they are not promises of results.