A franchised baker predicts his sales produced by product with an AI tool

What was done

Le Figaro recounts on April 28, 2025 the installation of Charles-Antoine Pointeau, an agri-food engineer who became a baker of the Ange network in Lorient in October 2024. The Helean tool, developed by the Waiterz startup, is optionally offered to franchisees; It was used by 180 outlets out of 290. Powered by cash history and external data (metal, holidays, holidays, promotions, events like the Interceltic Festival), it provides a daily forecast of turnover over two weeks, produced per product, with the amounts of ingredients, updated every day. The franchisee can add his/her own information and remains "only master of the decision". For him, the tool also helps to maintain know-how in a strong turnover trade. The co-founder of the network considers the tool "reliable and comfortable".

Before you start

Tool cited by the source: Helean. Gather the information the prompt asks for. 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. 01

   Gather the context

   Gather the information described in the prompt.

2. 02

   Adapt the prompt

   Copy the prompt below, replace the bracketed items, then paste it into the AI assistant you use. The cited tool (Helean) is not necessarily available to the public..

3. 03

   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.

Here are my sales for the last 8 weeks per product per day:
Upcoming events:

1. Proposals a forecast of quantities per product for the next 7 days, explaining each adjustment.
2. Indicates the certain margin for each product.
3. Lists products for which history is too short to predict.

What deserves your attention