What does AI really help us gain?
Time, productivity, quality, revenue, costs, the capacity to act: the Observatory seeks to understand where AI genuinely creates value, and under what conditions.
The LL REMAKE Observatory
The LL Remake Observatory studies how artificial intelligence is reshaping our work, our organisations, our societies, and our relationship with what can make us even more human.
Different realities, one global shift. The Observatory gathers perspectives from different professions, generations and regions to understand what AI is changing, and what we want to protect, rethink or reinvent.
The consultation is open from October to December 2026. An exploratory barometer will be published in January 2027, based on the contributions received and presented only in aggregated, anonymous form.
Time, productivity, quality, revenue, costs, the capacity to act: the Observatory seeks to understand where AI genuinely creates value, and under what conditions.
Governance, accountability, human oversight, security and trust: how do we create the conditions for useful and lasting innovation?
Work, skills, media, creation, languages, heritage, cultural and creative industries: the Observatory studies what AI transforms, accelerates or brings into being.
Discernment, responsibility, relationships, empathy, culture, imagination, knowledge sharing and meaning: the Observatory asks what we want to preserve and strengthen.
Tasks, practices, know-how and responsibilities.
Learning, growing and accessing opportunities.
Workload, digital pressure and disconnection.
Confidentiality, governance and human oversight.
Infrastructure, languages and local realities.
What is created, for whom, and what should be measured.
The Observatory brings together seven perspectives: technology, work, organisation, people, culture, territory and governance. It complements our news: News announces, the Observatory reflects and measures.
Your answers are anonymous: the questionnaire does not ask for your name or contact details. They are used to publish a free, aggregated barometer and are never sold. At the end of the questionnaire, you may ask to be contacted if you wish. Please do not include information about your health, your private life or other people. For people aged 18 or over. Read the data notice.
The Observatory is run by LL REMAKE, a French limited company (EURL) registered at 66 avenue des Champs-Élysées, 75008 Paris, France. For any question about your data, please write to hello@llremake.studio.
The LL Remake Observatory serves a public-interest purpose: understanding how artificial intelligence is transforming work, organisations and societies, and sharing what it learns openly. Aggregated results are published free of charge, sent to participants who ask for them and made available to institutions, professional bodies and researchers. Your answers are never sold, rented or transferred.
Your answers are therefore used to study the uses, needs, barriers and effects of AI; to publish the Observatory Barometer, sent first to participants who request it and then made freely available; to inform institutions, professional bodies and researchers; and, using aggregated insights only, to design useful training and support programmes.
If you explicitly ask for it at the end of the questionnaire, your contact details are also used to send you the Barometer, to send you the LL Remake Studio newsletter, to get back to you about the services you are interested in or, if you are an entrepreneur, to discuss your project. In that case, LL Remake may offer to introduce you to partners: investors, funders, support programmes or companies. No information is passed on to a partner without your explicit agreement, given after a conversation with you and for a clearly identified partner. This is neither an offer nor a promise of funding.
Your consent. You give it by ticking the box provided before submitting and, separately, for each optional choice. You may decide not to contribute, or not to tick any option, with no consequence whatsoever.
Your answers, the language of the questionnaire and the date of submission. The questionnaire does not ask for your name or contact details. Profile questions, such as age group or gender, are optional and always include the option not to answer. Please do not include, in open fields, any information about your health, your private life or other people, or any confidential details about a project.
Your contact details are collected only if you tick an option that requires them. The address you leave to receive the Barometer or the newsletter is stored in a separate file, with no link to your answers. If you ask to be contacted, your details are linked to your contribution so that we can reply: your contribution is then no longer anonymous to LL Remake. Your contact details are never published.
Only authorised members of the LL Remake team can access answers and contact details. The forms are hosted by Netlify, a provider based in the United States, which involves a transfer of data outside the European Union and Côte d’Ivoire. With each submission, the host also records technical connection data, such as the IP address, browser and referring page, used for security and spam filtering.
Answers are kept for 24 months after the end of the consultation, then fully anonymised or deleted. The address left to receive the Barometer is deleted once it has been sent. Newsletter subscriptions last until you unsubscribe. Contact details left to be contacted are kept for three years after our last exchange.
In aggregated form only. No individual answer is ever made public, and no result covers a group of fewer than ten people, so that no one can be identified.
Yes, to support the analysis. These tools work on anonymised data, and every analysis is reviewed by a member of the team. No decision about you as an individual is made automatically.
If you tick the corresponding option, a draft is saved in your browser only. It is never sent to us, and you can delete it at any time.
You may access, correct or erase your data, or withdraw your consent at any time, by writing to hello@llremake.studio. If you left no contact details, we will generally be unable to identify your contribution. You may also contact the competent data protection authority, in your country or territory of residence.
A research initiative that gathers, worldwide, the views of professionals, organisations and citizens on what artificial intelligence is changing in professions, organisations and societies.
Anyone aged 18 or over: employees, leaders, freelancers, entrepreneurs, learners, regulated professionals, organisations and communities, wherever they are.
Yes, by default: the questionnaire does not ask for your name or contact details. It is no longer anonymous to LL Remake only if you choose, at the end of the questionnaire, to be contacted. Your contact details are never published.
They are analysed in aggregated form to publish the Observatory Barometer free of charge and to inform institutions, professional bodies and researchers. They are never sold, rented or transferred.
Yes, if you wish. At the end of the questionnaire you can ask to receive the Barometer, subscribe to the newsletter, discuss our services or, if you are an entrepreneur, discuss your project. Each option is optional and separate.
Yes. It aims to better understand the realities, needs, barriers and growth conditions of AI entrepreneurship in Africa, from early development to scale. It is neither an application nor a funding request.
About ten minutes. You can review and edit each step before submitting.
The consultation is open from October to December 2026. The Barometer will be sent first to participants who request it in January 2027, then published in open access.
News covers LL Remake updates. The Observatory is a space for research, foresight and reflection.