ChatGPT for BusinessSee the pack

Practical guide · Orange Ink

How to stop ChatGPT hallucinations wrecking work drafts

You will not eliminate hallucinations. You can make them obvious and unshippable. Operators win with constraints and review — not with wishing for a perfect model.

  1. 01

    Ban silent invention in the prompt

    “If a fact is missing, write TBD. Do not invent prices, dates, owners, or quotes.” Put it in custom instructions and in each task.

  2. 02

    Provide the only allowed sources

    Paste the notes, CRM snippet, or meeting transcript. Tell the model those are the only facts it may use.

  3. 03

    Run an invent-check pass

    Ask: list every factual claim and where it came from in my notes. Anything without a source gets cut.

  4. 04

    Keep a human on the send button

    No autopilot to clients. The model drafts; you own the outcome.

Go further with the pack

ChatGPT for Business Ops Kit

Guardrails are woven through the free Weekly Ops Checklist and the full ChatGPT for Business Ops Kit from Orange Ink.

Get the free checklist PDF

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Free: ChatGPT Weekly Ops Checklist

An 8-page printable rhythm — Brief → Capture → Draft → Close — with copy-paste prompts. Open it beside ChatGPT this week.

More context

ChatGPT for Business on chatgptops.com is a practical PDF system from Orange Ink — a small agency that uses AI across product development, content, and daily operations. We built the Weekly Ops Checklist and Ops Kit the way we run client and internal work: clear workflows, copy-paste prompts with guardrails, and a Friday-to-Friday rhythm you can keep.

If you searched for ChatGPT for business, weekly ops checklists, meeting-to-action prompts, or proposal skeletons, these pages are meant to answer the intent in plain GB English — then offer the free checklist and the deeper 26-page kit when you want the full shelf. Instant PDF delivery, no login wall, and a 7-day goodwill fit guarantee on paid packs.

How to Stop ChatGPT Hallucinations at Work