THE MEDIA FOR AI THAT ACTUALLY HELPS.English edition · Understand & take action
Spotted on the web

Write posts, articles and market research skeleton with ChatGPT, in a firm of expertise

Use described publicly by World of Numeric — Sanaa Moussaid, expert-comptable (6 June 2025), summarised by the desk. Not tested by iadujour.

The result to aim for

Sanaa Moussaid, an accountant and founder of the firm World of Numeric, has ChatGPT write articles, postwordings and the skeleton of a market study, always reworked by the team.

What was done

Interview published on June 6, 2025 on the World of Numeric website. Employees use ChatGPT "for writing articles, ideas, creating words for social media posts"; "the whole is then reworked." It frames the use after "bad experiences" of unverified incorrect information: "we learn not to use copy-paste but by bits". ChatGPT "helped him create the skeleton of a vast market study", to then modify; Some ideas are "wrong", others "very useful". She also cites Midjourney, Mistral and Copilot among the tools deployed, and trains collaborators via the FranceNum project call. No volumes of posts or files are published.

Before you start

Tool cited by the source: ChatGPT; other tools cited: Mistral, Copilot and Midjourney. Fill in the bracketed items: [coller]. Strip confidential data that is not needed and check your tool’s access terms. Features and plans can change.

The method, in three steps.

  1. Gather the context

    Spot the bracketed items in the prompt ([coller]) and prepare what they ask for.

  2. Adapt the prompt

    Copy the prompt below, replace the bracketed items, then paste it into ChatGPT or Mistral.

  3. Reread before using

    Reread the result, correct it if needed and keep the final decision. Caveats are detailed below.

Your starting point.

Replace the bracketed items, then adapt the proposal to your situation. This prompt is written by the iadujour desk It is not a quotation from the source.

The prompt to customise
Angle of the post (facts of the firm, no customer named): [coller]. Channel: LinkedIn.

Proposes 3 words of 80 words, then 5 ideas to rule out as too vague. Do not invent any activity figures.

What deserves your attention

Self-published testimony by the firm. A market study skeleton is not a study: cross-check each digit, and never paste customer data into a consumer account.
Origin of the case. Use described publicly by World of Numeric — Sanaa Moussaid, expert-comptable (6 June 2025).
Proof level: Testimony published by an identified source. Source checked on 10 November 2026. Use described by the source, not tested by the desk. Original summary written by iadujour.fr: figures and claims are the source’s; the prompt is a desk proposal, not a quotation.
TO GO FURTHER

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DISCUSSION

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