Artificial intelligence is already transforming research, businesses, public services and the way we make decisions.
But behind the technological acceleration lie essential questions: who controls the data, the infrastructure and the models? How can we make AI a true driver of innovation without increasing our dependencies?
On October 14, MTL connect will bring together researchers, experts and businesses to explore the conditions for a more controlled, responsible and strategic AI: from health data sovereignty to the concrete deployment of solutions in organizations.

Where to start your AI transformation? The answer from 3 Quebec companies
With Philippe Marcotte — Sterling North
AI offers many possibilities, but one question arises in all organizations: where to start to create real value?
This masterclass will break down three recent AI transformations carried out within Quebec companies: how to select the right initiative, assess its value before investing, structure its deployment and concretely measure the results.
Philippe Marcotte will propose a method tailored to the reality of organizations that have neither massive teams nor an army of consultants.
A session designed for executives and managers who want to move from an interest in AI to a structured, realistic and results-oriented roadmap.

Cross-perspectives France–Quebec: Sovereignty in Health
With Pierre-Antoine Gourraud — Université de Nantes and Guillaume Bourque — Université McGill


Health data has become an essential resource for research, innovation and learning by artificial intelligence. However, their strategic value, preservation, processing and quality improvement for these targeted uses raise major issues of governance, hosting, transparency, traceability, access and technological control.
A cross-perspective between France and Quebec, this major conference will explore the necessary choices to develop digital infrastructures and health data management methods while preserving their control and protection. How can we reconcile data sharing, innovation and sovereignty? What levers can reduce our technological dependencies? And what international collaborations can strengthen our capacities rather than weaken them?
A reflection at the intersection of health, AI, research and digital sovereignty.
This project is supported by the Québec Ministry of International Relations and La Francophonie and the French Ministry for Europe and Foreign Affairs as part of the Permanent Joint Commission on Franco-Québec Cooperation (CPCFQ).

With Yacine Hanaya — Aléia, Émilien Bel — Piwwop, Tamara Vandersluis — R2i and Alain Marchildon — Eficio
Artificial intelligence is upending business models, professions and technological balances. In a context where models, infrastructure and computing capacities are concentrated in the hands of a few major global players, one question becomes central:
How can we fully benefit from AI without losing our ability to choose and act?
This panel will explore the transformations that AI imposes on organizations, the new dependencies it can create and the levers to make it a driver of competitiveness, responsible innovation and strategic sovereignty for Quebec and beyond.

Stop prompting, start building with AI
With Tanguy Richard — Le Wagon
You know how to use ChatGPT? It’s time to move to the next step: integrate AI into real work processes.
This hands-on workshop will take you from simple prompting to designing concrete solutions: connecting different tools, automating repetitive tasks and creating workflows capable of generating real time savings.
Through demonstrations of platforms like Make and Cursor, you will also discover what agentic AI can bring to daily operations.
The goal: understand how to turn a process into a functional tool and move from the role of AI user to that of solution creator, without needing to be a developer.

Presented by CEIMIA
How can we develop and deploy artificial intelligence while retaining our collective ability to guide its uses, control its risks and preserve our democratic values?
This meeting will highlight expertise and initiatives that contribute to building a responsible, secure and trustworthy AI. It will notably address issues related to cultural and linguistic biases, data representativeness, system transparency and their impact on our institutions and societies.
It will also explore the essential role of collaboration between research, industry, public institutions and civil society to foster innovation that better reflects our realities, strengthens our local capacities and supports true collective autonomy in the face of the major transformations driven by AI.
Four days to understand, question and build the digital world
Conferences, panels, masterclasses, workshops and meetings: discover the sessions of MTL connect 2026 and the expertise that will fuel four days of reflection, networking and collaboration around the major issues of digital transformation.
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