Reading about personal AI can make dozens of possibilities feel urgent at once. The better next step is smaller: choose one recurring piece of computer work, describe how it moves today, and decide whether a bounded assistant would make that handoff clearer. You do not need to automate your business or buy hardware to complete this exercise.
This worksheet is a practical companion for readers of *Your Computer Is About to Wake Up* and anyone exploring local AI in plain English. It focuses on observation and scope, not technical installation. Local AI Developer serves businesses across the United States, with a focused Orange County AI workflow service for local acquisition and project-specific delivery arrangements.
Choose an observable annoyance
Write down three computer tasks that recur. Use verbs and objects: copy website inquiries into a review sheet, assemble a weekly project update, locate current product documents, or prepare an internal order-status summary. Avoid categories such as “marketing,” “operations,” or “email.”
For each task, ask what event starts it, who notices, which files or application views are opened, what is produced, who uses the result, and what goes wrong often enough to matter.
Choose the task you can demonstrate with a few recent examples. Frequency helps, but clarity matters more. A monthly task with visible inputs and a responsible reviewer can be a better first exercise than a daily task governed by unwritten judgment.
Do not choose a task solely because it is unpleasant. Some unpleasant work contains sensitive decisions, negotiations, or exceptions that make it a poor first workflow. This exercise reveals that difference.
Draw the current handoff
Use paper or a plain document. Draw boxes for source, person doing the work, output, and next reviewer. Add arrows showing how information moves. Name the actual destination, not “the system.”
A simple map might read: shared inquiry mailbox → operations coordinator → internal review table → sales manager. Under each arrow, write what the person checks. The coordinator may confirm product family, account identifier, and missing attachments before assigning the inquiry.
Mark any step that changes a record or communicates outside the business. Those are action boundaries. An assistant preparing the table has a different risk from one sending a customer reply. Keep those designs separate even when they appear in the same current process.
If the map has several branches, select one common path. You are not documenting the whole company. You are finding the smallest unit of work that can be discussed honestly.
Gather three ordinary examples
Find three completed instances the business may use for evaluation. Remove personal or confidential details when substitutes preserve the relevant structure. Keep original sources available to an authorized reviewer when exact verification is necessary.
Choose some variation. One example might be complete, one missing a field, and one containing a conflicting note. Record what a competent employee did. If two employees would handle it differently, note the disagreement instead of inventing one rule.
Examples turn abstract wishes into testable questions. “Make this faster” becomes “Can the system place six approved fields and source links into the review table while holding the incomplete example?” That can be evaluated.
Do not use only the cleanest sales-demo example. A workflow must expose uncertainty, not merely produce attractive text from perfect input.
Mark facts, rules, and judgment
Review each example and label its ingredients.
**Facts** come from an approved source: order number, submitted date, document version, or recorded owner. **Rules** describe agreed treatment: incomplete inquiries wait in review, or only a manager approves an external response. **Judgment** requires a responsible person to weigh context, relationships, exceptions, or consequences.
An assistant may collect facts and apply clear rules. It can prepare information for a judgment. That does not transfer accountability for the judgment.
When a fact's source is unclear, write “source owner needed.” When a rule exists only in someone's head, write “rule review needed.” These may be the most valuable findings. A system cannot make an undocumented process dependable by guessing what it should be.
Write the narrow output
Describe the smallest output helping the next person. Use a structure rather than a broad command: case identifier and received time; approved category; fields present and missing; source links; unresolved question; and reviewer and destination.
State what the output is not. It is not a final customer response, price, legal conclusion, or authorization to update an account. Exclusions protect the workflow from growing by implication.
Choose a destination the reviewer understands, subject to tools actually supported. A new dashboard may be unnecessary when an approved shared document or queue fits. Do not assume a connection is available until verified.
Add the human checkpoint
Name one normal reviewer and one fallback. Explain what acceptance means. The reviewer may check source links, correct a category, return an incomplete item, or approve a later action.
Avoid a vague “human in the loop.” Record where the item waits, how the reviewer is notified, which version is current, and what happens when no one responds. A review requirement without an operating path becomes a hidden backlog.
For the first exercise, keep consequential external actions after this checkpoint. The assistant prepares; the authorized person decides and acts. A later project can evaluate a specific connected action, but that is a new scope decision.
Describe failure in advance
Imagine a source is unavailable, a file is stale, the same item arrives twice, or the usual operator is absent. Write the safe outcome for each. It may be to hold the item, show the last verified state, use the manual process, or route to a backup.
Include a duplicate rule. If a run stops after preparing output but before recording completion, a retry should not create several indistinguishable finals. Use a stable case identifier and define how a replacement is labeled.
The fallback need not be elegant. It must be known. If staff cannot continue without the assistant, the workflow is a dependency. The business should choose that knowingly and match it with support and recovery.
Consider the data path
List information types in the examples. Identify anything to exclude, redact, or handle under policy. Then ask where information would be stored and which approved services might process it.
A dedicated Mac mini can provide a business-owned place for files, instructions, and approved connections. It does not automatically mean every task runs offline or no information reaches a cloud service. The actual path depends on configured models, tools, accounts, and scope.
Do not place credentials in the worksheet. Record the account owner and approved access method. A builder can plan permissions without turning an ordinary document into a secret store.
Check whether the work is worth connecting
Estimate current volume from recent records instead of memory. Note how often the task occurs, how often it needs correction, and what delay matters to the receiving person. Do not convert this observation into a guaranteed savings claim.
Ask whether the prepared output has value even before any external action is connected. If the workflow is useful only when it can send, purchase, publish, or change permissions automatically, it may be too broad for a first project. A reviewable preparation step often provides a clearer test.
Consider maintenance. Name who will update source locations, rules, examples, and backup contacts. A one-time demonstration without an owner is not an operating workflow.
Complete the one-page worksheet
Put the result into nine lines:
1. **Start event:** what begins the work. 2. **Approved sources:** exact locations and owners. 3. **Case identity:** how one item is recognized. 4. **Prepared output:** fields and format. 5. **Destination:** where it waits. 6. **Reviewer:** normal and backup roles. 7. **Excluded actions:** what the assistant must not do. 8. **Hold conditions:** missing, conflicting, or unsafe cases. 9. **Fallback:** how staff continue manually.
Attach three examples and the handoff map. This is enough to begin a serious scoping conversation. It is not a complete build specification, security review, or promise that the workflow is feasible.
Decide on the next step
The exercise has three valid outcomes. Proceed to scope when sources, output, reviewer, and fallback are clear. Improve the process first when ownership or rules are missing. Leave it manual when work is rare, deeply judgment-based, or too consequential for available controls.
None is a failure. The value comes from replacing a vague desire for “an AI employee” with a specific operating decision.
If the workflow is ready to discuss, bring the worksheet and sanitized examples when you start a Local AI Developer inquiry. The next conversation can focus on supported connections, readable instructions, approvals, testing, and package scope. That is more useful than choosing technology before the work itself is understood.