ChatGPT prompts for business that produce usable output

Prompt patterns for sales replies, offers, SOPs and summaries — with the context blocks that make them reliable.

Operations Research DeskUpdated 26 Jul 20268 min read

Every reliable prompt has four parts

  • Role and audience — who is writing and who reads it.
  • Context — your product, price, tone and constraints.
  • Task — one instruction, stated as an outcome.
  • Format — length, structure and what to leave out.
The context block is the work

Write your business context once — products, pricing rules, tone, banned phrases — and paste it above every prompt. Output quality tracks context quality almost exactly.

Four patterns worth memorising

  1. 1
    Draft-and-critique

    Ask for a draft, then ask the model to list what a sceptical customer would object to, then revise.

  2. 2
    Variant generation

    Request the same message in standard, premium, short and voice-note form.

  3. 3
    Extraction

    Paste a chat transcript and ask for objections, next steps and missing information only.

  4. 4
    SOP conversion

    Describe a task aloud, ask for a numbered procedure a new hire could follow.

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Written by
Operations Research Desk
Systems & automation · Remote, Africa

We document the operating procedures, automations and templates that let a small team behave like a large one.

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