Examples of turning an SOP into an AI skill (Kenya)

Updated 10 November 2026.

The useful way to start with AI at work is not “build a bot”. It is to take one procedure you already follow and write it so an assistant can draft the first version, with a person still responsible for the send. Below are hypothetical examples, written to show the shape of a good skill. They are not case studies, and they do not report hours saved for any client.

Who this is for: managers who have an SOP (or an unwritten routine) and want to see what “turn this into a Claude skill or ChatGPT plugin” actually looks like.

What every skill needs

1. The job, in one sentence. “Draft a quotation”, not “be our sales team”.
2. The steps, in order. Copied from the real SOP, including the boring ones (check the price list, name the validity period).
3. The output shape. Headings, tables, language (English, Swahili, or both), and length.
4. Hard limits. What the assistant must never do — invent a discount, give medical advice, send the message itself.
5. Two or three good examples. Real work with names and account numbers removed.
6. A human step. Who reviews the draft, and what they check.

Anthropic’s Projects and OpenAI’s ChatGPT plugins both follow this idea: instructions plus files, used every time you start a chat in that workspace. OpenAI is retiring custom GPTs on 11 December 2026 and migrating existing GPTs to plugins (Custom GPT retirement and migration FAQ). Keep a copy of the instructions outside the tool, because workspaces do not move between vendors.

Example 1: a quotation draft

Illustration only. A small Nairobi professional-services firm writes every quote in the same five-part outline: understanding of the job, scope, timeline, fee table, validity. Today a manager retypes that outline and pastes last month’s fee table from a spreadsheet.

A skill for this job would: load the current fee table (a file the firm updates, not last year’s PDF), fill the five-part outline, refuse to invent a discount or a delivery date that is not in the brief, and stop with a draft clearly marked “for review”. A person checks fees and dates before the PDF goes to the client. Nothing in this example measures time saved; that would need the firm’s own before-and-after log.

Example 2: an appointment confirmation

Illustration only. A clinic or a tuition centre already has a short SOP: confirm the date and time, remind the visitor what to bring, say how to reschedule, do not discuss clinical or academic results over the same message.

A skill would draft that confirmation in the organisation’s wording, in English or Swahili as specified, and hand off anything that looks like a medical, legal or results question. It would not send the message. It would not be given the full patient or student file — only the appointment fields needed for the draft. That limit is about Kenya’s Data Protection Act, 2019, not about the model’s vocabulary.

Example 3: a weekly internal update

Illustration only. An operations lead spends Friday afternoon turning WhatsApp notes and a shared checklist into a one-page update for the owner: what shipped, what is stuck, what needs a decision.

A skill would accept the week’s raw notes, sort them under those three headings, flag missing owners, and refuse to invent a status for a job that was not in the notes. The lead still edits the page before it goes to the owner. If the same update later needs to be emailed on a schedule, that is a separate, light automation — and a different quote if it must connect a business system.

If you want this done with you rather than by you, Ananke Digital’s AI Workflow Concierge starts at KSh 85,000 setup and KSh 45,000 a month, and builds up to three skills of this kind at the start. For the idea behind the retainer, read what an AI workflow concierge is. For how that fee sits next to one-off projects, see retainers versus projects in Kenya.

Sources

• Anthropic Help Center, “What are Projects?”, support.anthropic.com — checked 10 November 2026.
• OpenAI Help Center, “Plugins in ChatGPT”, help.openai.com — checked 10 November 2026.
• OpenAI Help Center, “Custom GPT retirement and migration FAQ”, help.openai.com — checked 10 November 2026.
• Office of the Data Protection Commissioner, Kenya, odpc.go.ke.
• Ananke Digital, AI Workflow Concierge — prices as published 10 November 2026.

Frequently asked questions