Turning recorded walkthroughs into SOPs people will follow

Most process knowledge lives in one or two people's heads because writing it down takes hours nobody has. If the expert records themselves doing the work and talking through it, a model can produce a draft procedure that needs editing rather than authoring.

01the problem and who owns it

Ask any operations leader which processes would break if a particular person left, and they will name several. Everyone agrees documentation is the fix, yet SOP projects stall because the people who know the work are the busiest, and writing a clear procedure from scratch is slow.

The owner of each process is accountable for it being written down, but the format, storage, and upkeep usually fall to whoever in operations volunteers. Documents that do exist are often out of date by the time anyone reads them.

02what the AI does, step by step

1. Capture the walkthroughThe expert records their screen and voice while doing the task for real, narrating why they make each choice, using Loom, Zoom, Teams, or a built-in OS recorder. One clean run is more useful than a polished script.
2. Transcribe and segmentSpeech is transcribed and aligned to the video timeline. Screen changes such as a new application window, a form submission, or a page load mark candidate step boundaries, and frames at those points become screenshot candidates.
3. Draft the procedureA model writes a structured SOP in your template: purpose, when to use it, prerequisites and access needed, numbered steps with the matching screenshot, and the decision points the expert talked through, such as when to escalate or which exception path applies.
4. Flag what is unclearInstead of guessing, the draft lists open questions: steps the narration skipped, values typed without explanation, or sections where the screen and the words disagree. These go back to the expert as a short checklist.
5. Redact sensitive framesScreenshots are scanned for customer names, account numbers, and other personal data visible on screen, and flagged regions are blurred before the draft is shared beyond the expert.
6. Publish and schedule reviewOnce the owner approves, the SOP is published to the knowledge base with an owner field and a review date. When the date arrives, the owner gets a prompt to confirm, update, or re-record.

03systems it connects to

• Recording tools. Loom, Zoom, Microsoft Teams, or native screen recording.
• Transcription. Speech-to-text, from the recording tool or a separate API.
• Knowledge base. Notion, Confluence, SharePoint, or Google Docs, wherever your team already looks for answers.
• Task or reminder system. Asana, Jira, Monday, or calendar reminders for review dates.

04human checkpoints

• Expert answers the open questions. No draft is published until the gaps the model flagged are filled by the person who knows the work.
• Process owner approval. The accountable owner signs off on the final version and is named on the document.
• Redaction check. A person confirms screenshots are clean before an SOP is shared with a wider audience or new hires.

05what to measure

• Coverage of critical processes. List the processes that would break if one person left, then track how many have a current, approved SOP.
• Edit distance from draft to final. How much the expert had to rewrite, as a signal of draft quality per process type.
• Usage. Views of each SOP and whether new hires or covering staff report it was enough to do the task.
• Staleness. Share of SOPs past review date.

06risks and guardrails

• Confidently wrong steps. A model can smooth over a step the expert did silently. The open-questions list and expert approval exist to catch this; do not skip them to save time.
• Sensitive data in recordings. Recordings can capture customer records, passwords typed on screen, or patient data. Ask experts to use test records where possible, and treat raw recordings as restricted files with a retention limit.
• Documents that rot. An SOP library without owners and review dates becomes misleading within months. The review loop matters more than the drafting.

07build vs buy

Tools such as Scribe and Tango capture click-by-click guides from a browser extension, and recording tools increasingly offer AI summaries. For simple, single-application tasks, those are often enough.

A custom pipeline is worth it when processes span several systems and judgment calls, when you need your own template and approval flow, when recordings contain regulated data that must stay in your environment, or when SOPs should feed an internal assistant.

08related playbooks

Browse every operations playbook or the full library.