THE BUSINESS AI PLAYBOOK
Use AI to turn working knowledge into usable SOPs
Create practical standard operating procedures with AI by observing real work, documenting exceptions and testing whether another person can follow the result.
Discuss with Oliver and his team 
AI can accelerate SOP drafting by organizing approved notes, demonstrations and examples into a clear procedure. The important work is validating how the job actually happens, including exceptions and judgment calls. Give each procedure an owner, version and review trigger. Test it with someone who did not write it. A useful SOP makes the next action and escalation path clear; a polished document nobody can execute is not operational improvement.
What to take away
- Capture real exceptions, not only the ideal sequence.
- Separate fixed rules from decisions that require experience or approval.
- Test the procedure by having another person complete a representative task.
Observe a complete unit of work
Choose a process with a clear start and finish, such as opening a service ticket or preparing a weekly report. Gather examples of normal cases and failures. Ask the experienced employee to explain what they check, why they check it and how they recognize that something is wrong.
Use approved recordings, notes or screen captures according to company policy. Avoid collecting passwords or unnecessary customer information. The assistant can organize the material, but it cannot infer every unwritten rule from a single demonstration. Ask specifically about shortcuts, unusual cases, handoffs and checks that prevent expensive mistakes.
Draft a procedure around decisions and evidence
A strong SOP identifies the trigger, inputs, responsible role, steps, completion evidence and escalation conditions. Put warnings next to the relevant action rather than collecting them in a distant appendix. Link to authoritative tools and policies without duplicating details that change frequently.
A useful drafting brief is: Convert the observed process into numbered actions. For each decision, state the condition, allowed action and person to contact when uncertain. Mark unsupported steps as questions. Do not invent access rights or approval authority. Keep the language concrete enough that a trained colleague can follow it without guessing what good looks like.
Illustrative SOP: onboarding a new vendor
Imagine an operations employee demonstrates vendor setup. The recording shows data entry but omits the independent review used when bank details change. A draft based only on the screen recording might miss the most important control. The reviewer adds the verification step, owner and escalation path before publication.
A second employee tests the procedure using a fictional vendor record. They discover that the document references an old form and does not explain what to do when a tax document is missing. Those gaps become revisions. The test is successful when the employee can complete or correctly pause the task, not when the document looks professional.
Treat the SOP as maintained operating knowledge
Publish the approved version where employees already work and retire duplicates. Assign a review trigger for tool changes, recurring errors or policy updates. Let staff report a confusing step directly, with enough context for the owner to investigate.
AI can help compare the current SOP with new change notes and propose revisions, but the process owner should approve material changes. Track whether the procedure reduces errors, training time and avoidable questions. If everyone still asks the same question, improve the underlying step or interface instead of adding another paragraph to the manual.
FROM READING TO ACTION
Your first steps
- Choose one frequent process with a clear owner and completion condition.
- Collect a normal case, an exception and a failed case.
- Draft steps with decisions, approvals and completion evidence.
- Have a second employee test the SOP using safe representative records.
- Publish one approved version and define when it must be reviewed.
What to measure
| Measure | How to track it |
|---|---|
| First-pass completion | Tasks completed correctly without extra clarification divided by tasks attempted using the SOP. |
| Procedure defect rate | Reported wrong, missing or obsolete steps divided by reviewed procedures or task attempts. |
| Training-to-independence time | Time until a new operator can complete representative tasks to the agreed standard. |
Common questions
Can we generate SOPs from employee videos?
Yes, with appropriate permission and data handling, but a recording is only one source. Ask the process owner to verify hidden decisions, exceptions and controls before publishing.
How detailed should an SOP be?
Detailed enough for the intended trained user to act consistently. Link to supporting references for rare details, and avoid burying the actual sequence under broad explanations.
Sources & further reading
These sources provide background. The workflow designs are Palnau Systems implementation guidance; examples are illustrative, not reported client results. Product capabilities and requirements can change.
Prepared with AI assistance for business owners and managers. For a recommendation based on your actual systems and requirements, work directly with Oliver and his team.
