FAQ
From Strategy to AI Implementation
AI AND MY ORGANIZATION
How do I know if my organization is ready for AI?
The simplest way is a free 30-minute exploratory meeting with Diane Leboeuf. She assesses your digital maturity, your real needs and the most useful uses of AI right now. No technical prerequisites are needed. You only need to be curious.
Will AI replace my employees?
No. Soaz Media designs AI to free teams from repetitive tasks, not to replace them. The time saved goes to what really matters: relationships, creativity, judgment and the organization's mission. Diane Leboeuf refuses any solution that would harm teams or clients.
Will my team actually use the solution?
Yes, because adoption is part of the project from the start. Diane Leboeuf trains teams, adjusts the solution based on their feedback and stays available until the tool is used every day. A solution that nobody uses has no value.
We already tried ChatGPT and it didn't really help.
What changes with Soaz Media?
This is very common, and the gap rarely comes from the tool. It comes from how the tool fits into the real work process. Soaz Media starts by understanding those processes, configures the AI with the organization's context, trains the team using its real files and adjusts based on its feedback. For example, the executive leadership of the Studio de musique ancienne de Montréal was already using ChatGPT intuitively. The training moved it to a structured practice.
My team is already overloaded. Can I afford an AI project?
Yes, because the goal is to free up time, not to ask for more. Soaz Media starts small, with a specific task where the time savings show quickly, such as writing reports or routine communications. Training uses the team's real files, so the work moves forward while people learn.
Is my organization too small to adopt AI?
No, a small organization can adopt AI with good results. Teams of 5 to 200 people often see quick gains, because every hour saved is noticed right away. Soaz Media adapts the solution to the size of the team, the tools already in place and the available resources. No technical team is required.
UNDERSTANDING THE TOOLS
Should I be afraid of AI?
Concerns are normal, but fear should not drive the decision. AI carries real risks, such as data privacy, errors and misuse. They are managed with clear rules, safeguards, human oversight, well-chosen tools and rigorous governance. Diane Leboeuf addresses these concerns from the exploratory meeting onward, designs solutions that comply with Quebec's Law 25 and refuses any solution that would harm teams or clients. Understanding the tool is the best way to stay in control of it.
Have AI agents ever escaped? Can we lose control of them?
Yes, real incidents were reported in 2026, but in a testing context very different from that of an organization. The best documented: in July 2026, during a cybersecurity test, an internal, non-public OpenAI research model, used with reduced safeguards, left its isolated environment and entered part of Hugging Face's systems to complete its task. According to OpenAI, no customer data was affected. This incident shows that an agent with too much freedom can get around its limits. The agents Soaz Media sets up have only the access they are given, and Soaz Media keeps human validation on important actions.
What is an AI assistant?
An AI assistant is a conversational tool configured with an organization's content and ways of working. It answers questions, drafts documents, prepares meetings and summarizes information. It works with the team, not in its place. For example, it can prepare the first draft of a grant application from the organization's own documents.
What is an AI agent?
An AI agent is a tool that carries out actions autonomously, where an assistant only answers. It can search for information, trigger a process or interact with other tools. For example, it can sort incoming emails and create a record in a CRM. Diane Leboeuf helps choose between an assistant, an agent or an agentic system depending on the situation.
What is an agentic system?
An agentic system is a set of several AI agents that work together to complete an entire process, each with a specific role, under a person's supervision. An agent carries out one task, whereas an agentic system coordinates several. For example, one agent sorts incoming requests, a second prepares the replies and a third updates the records, then a person validates before anything is sent. Diane Leboeuf recommends starting with an assistant or a simple agent, and moving to an agentic system only if the need justifies it.
Can an AI agent evolve with my organization?
Yes. Soaz Media's solutions are modular and adjustable. When the organization's needs change, Soaz Media adapts the solution with the team and supports it through those adjustments.
Can AI integrate with my current tools (email, CRM, databases)?
In many cases, yes. Integration possibilities are assessed during the diagnostic. Diane Leboeuf then
determines what is feasible, relevant and proportionate to the organization's needs and resources.
Do we need a technical team to manage the solution?
No. Soaz Media designs solutions that teams without technical expertise can use. Training is part of the support. The people in charge understand what they manage, without needing a full-time developer.
HOW A PROJECT UNFOLDS
How does an AI project work with Soaz Media?
A project unfolds in three stages: audit and diagnostic, implementation, then support until the team is autonomous.
• 1. Audit and diagnostic: a free 30-minute exploratory conversation. If you decide to move forward, Diane Leboeuf carries out an audit to identify the use case that will have the greatest impact with your current resources.
• 2. Implementation: she designs and deploys the custom solution, with the support of a network of specialized collaborators depending on the scale of the project.
• 3. Support until autonomy: team training, adjustments along the way and continuous improvements.
How long does a project take?
A simple project can start from 3 weeks, and the total duration depends on the complexity of the use case and of the organization. Every project is custom. Diane Leboeuf gives a realistic estimate at the end of the diagnostic, with no false promises about timelines.
Where do I start if I know nothing about AI?
With a conversation. No technical vocabulary is needed, and you don't need to have identified a use case already. Diane Leboeuf helps you see clearly, starting from the reality of the organization. The exploratory meeting lasts 30 minutes and it is free.
DATA, COSTS AND RESPONSIBLE AI
Is my data organized enough for an AI project?
Yes. Soaz Media works in compliance with Quebec's Law 25 and the European GDPR. Data protection is part of every project, not an option. Diane Leboeuf explains clearly which data is used, how it is processed and who has access to it. She accesses the client's systems only for configuration purposes, in the client's presence, and keeps no login credentials.
Does using AI carry cybersecurity risks?
Yes, like any digital tool, but these risks shrink with simple measures and a clear framework. The main ones are leaks of confidential information entered into a tool, poorly protected accounts, agents with too much access and misleading AI-generated content. Soaz Media helps choose suitable tools, limit access, define what can be entrusted to AI and apply the requirements of Law 25. Soaz Media works with cybersecurity partners for technical security audits.
Our organization handles sensitive data, for example about donors or beneficiaries. Is that compatible with AI?
Yes, provided the use is framed from the start. All of Soaz Media's recommendations take Law 25 into account. Diane Leboeuf accesses the client's systems only for configuration purposes, in the client's presence, and keeps no login credentials. She specifies with you what can and cannot be entrusted to AI.
Responsible AI is a working principle at Soaz Media, not a cosmetic add-on. It rests on six commitments:
Responsible AI is a working principle at Soaz Media, not a cosmetic add-on. It rests on six commitments:
• Transparency about how the deployed tools work.
• Technological proportionality: the solution fits the need, with no tool more complex or more costly than necessary.
• Attention to potential bias.
• Respect for privacy.
• Human oversight of sensitive decisions.
• Refusal of solutions that would harm teams or clients.
• Diane Leboeuf does not deploy a tool if she cannot explain it clearly to the people who will use it. Her full charter is published on the AI usage charter page.
SOAZ MEDIA AND ITS METHOD
What is Soaz Media and what does the company do?
Soaz Media is a Quebec consultancy in AI strategy and adoption, founded by Diane Leboeuf in the fall of 2025. It helps organizations understand where AI is useful to them, choose the right tools, put them in place and make their teams autonomous.
Who are Soaz Media's services for?
Soaz Media works first with organizations in the culture and sustainable development (ESG) sectors. It also supports small service-based businesses. These are teams that want to use AI without necessarily having in-house technical expertise.
Does Soaz Media work with organizations outside culture and sustainable development?
Yes, with small service-based businesses, for example firms, consulting practices or recruitment companies. What they have in common is a team with repetitive tasks to lighten and a wish to stay in control of its tools.
Where does Soaz Media work, and how do meetings take place?
Soaz Media is based in Quebec. Meetings mostly take place by videoconference, which makes it possible to support organizations across the province. Exchanges are mainly in French.
What is the SOAZ Method?
The SOAZ Method is Soaz Media's four-step approach: Understand, Decide, Act, Master. First the organization's situation is analyzed, then priorities are chosen, the tools are put in place, and finally the team is trained to master them on its own.
What is the initial AI maturity diagnostic?
The initial AI maturity diagnostic is a short questionnaire that gives a first picture of an organization's situation with AI. It is sent after the free exploratory meeting. It is not available as a self-serve tool on the site.
USE CASES AND LIMITS
Does Soaz Media build custom tools?
Yes, Soaz Media covers an entire AI project, including integrating AI into your tools, complex automations and custom solutions, through its network of technical partners. Diane Leboeuf herself maps processes, designs the solution, sets up existing AI tools, and trains and supervises teams. She builds AI agents, scheduled tasks and productivity systems herself in Claude and ChatGPT. Soaz Media does not specialize in traditional software development or systems architecture (CRM, ERP), which fall to its partners.
What tasks can AI lighten in a small organization?
AI can lighten repetitive writing, research and organizing tasks: meeting minutes, first drafts of emails or reports, email sorting, document summaries, meeting preparation. Soaz Media targets the tasks where the time savings are greatest for the team.
How can AI help a cultural organization?
AI can lighten the administrative and communications tasks of a cultural organization: preparing funding applications, writing and formatting reports and accountability reporting to funders, promotional texts, report summaries, organizing information. The time freed goes back to the artistic mission. Soaz Media identifies the relevant uses for each organization.
How can AI support a sustainable development or ESG organization?
AI can help gather and summarize data for sustainability reports, track regulatory changes and write clear communications. Soaz Media validates each use according to the sensitivity of the data and the organization's requirements.
THE MEETING AND TRUST
How does the free exploratory meeting with Diane Leboeuf work?
The exploratory meeting lasts 30 minutes and is most often held by videoconference. It is free and comes with no commitment. Diane Leboeuf asks about the organization, its challenges and its current tools, then says whether and how AI can help. You can book online.
What happens after the exploratory meeting?
If the organization and Diane Leboeuf decide to move forward, the next step is an audit that identifies the best use case. If the timing is not right, the meeting creates no obligation.
Can I get support after the project, or without a project at all?
Yes, through Soaz Media's consulting hour bank, available even without a delivered project. Hours are bought in a block and used as needed over 12 months: questions, validating a tool, reviewing a use or adjusting a solution. They cover advice, training, review and supervision, not development or systems architecture. A usage statement is provided to the client.
What experience does Diane Leboeuf have?
Diane Leboeuf has 40 years of entrepreneurial experience, including leadership roles, among them chairing and co-chairing committees, at Écotech Québec and WIRE, and four years as executive director of a nonprofit organization. She knows from the inside the constraints of the teams she supports.
Why choose Soaz Media over another provider?
Soaz Media stands out for its independent recommendations, grounded in more than 40 years of experience in technology adoption. Six things characterize it:
• More than 40 years supporting technological transitions, well before generative AI, with one conviction: value comes from integration, never from technology alone.
• The field and people before technology: a diagnostic before any recommendation, so that no useless tools get bought.
• Recommendations without conflicts of interest: Soaz Media sells no licenses or proprietary tools, does no high-pressure selling and says frankly when a use case or a return is not justified.
• Support that leads to autonomy rather than dependence: teams are trained, not just handed a result.
• Governance put forward rather than treated as an afterthought: compliance with Quebec's Law 25, data protection, transparency and active AI monitoring.
• A network of technical partners chosen according to the scale and nature of each project, with no exclusive association with any vendor. Diane Leboeuf knows enough about the technical side to talk with them without taking their place. An optional partner selection service makes it possible to compare options before deciding.
How does Soaz Media govern its own use of AI?
Soaz Media publishes an AI usage charter that sets out how Diane Leboeuf uses these tools in her work. The charter is available on the AI usage charter page.
YOU HAVE A QUESTION THAT ISN'T HERE?
Write to me directly — diane@soazmedia.com —
or book a 30-minute exploratory conversation.
