Inclus ColLab

We continuously explore and innovate to stay in the forefront of digital risk management - you are invited to join us!

Inclus ColLab serves as a hub for innovation, where our experts and risk management professionals collaborate to explore advanced algorithms, AI, and other methods to improve risk management capability.


We experiment with the newest technologies to refine risk prediction accuracy and operationalize analytics solutions that help organizations foresee, evaluate, and respond to potential risks more effectively. We also initiate and facilitate expert communities around specific themes and topics for shared learning purposes.


Take a look at some of our on-going projects and participate!

AI frontrunners in risk management

Inclus is committed to leading the way in AI-assisted risk management and understanding uncertainty.

We continuously test the latest AI tools using real-world scenarios. Our current projects include summarizing vast amounts of risk data in various formats from multiple open sources, evaluating ESG risk profiles of portfolio companies, and analyzing supply chain data.

We are currently collaborating with the Google AI experts to explore Vertex AI and Gemini, and have exciting learnings to advance risk management. Here are a few examples:  

  • Preparing for oil spills in the Baltic Sea within a social welfare region 

  • Strategic foresight and scenario building with a global mining company 

  • Assessing security landscape changes for a large Finnish retail company 

  • Analyzing crime statistics using data from the Finnish police and other resources 

  • Identifying supplier risks for a global manufacturing company 

  • Human rights risk assessment in the Balkans region with the UN

If your organization is interested in exploring the capabilities of the latest AI technologies, please consider partnering with us to trial your use cases.

Please note: We are experiencing higher than usual call volumes and cannot accept all requests.

Inclus foresight initiative

This ongoing project, which one of our advisors Risto Siilasmaa with his company First Fellow Partners is part of, focuses on identifying and understanding both 'grey rhino risks'—risks that are highly likely to occur and can have substantial impacts if they materialize—and emerging risks, which are new or evolving threats that may not yet be fully apparent but can significantly impact various industries.

Grey rhino risks encompass both positive and negative uncertainties, as well as future trends or phenomena that could significantly influence organizations. These risks are predictable due to the availability of data, facts, and research, yet many businesses either remain unaware or fail to incorporate this critical information into their risk analysis and foresight planning.

Emerging risks, on the other hand, are less predictable and require a proactive approach to identify and manage potential threats before they fully develop.

Inclus invites organizations to join in this identification effort or to engage in discussions with us about the potential impact of these risks.

Predictive project risk

Organizations that possess extensive project risk data are well-positioned to develop predictive models that can forecast risks for future initiatives.

We are currently exploring how predictive risk assessment can be utilized to proactively anticipate and mitigate potential costly impacts on business operations.

If you are involved in project-based business or have historical project data that you wish to analyze using the latest technology, we encourage you to get in touch with us.

Supply chain as a risk ecosystem

Inclus welcomes organizations within the same supply chain to exchange and harmonize risk management practices for mutual benefit.

We are building small risk management communities around a lead company. If you have interest in comparing practices with your key suppliers, or customers, our concept will help facilitate the exchange be the focus on supplier sustainability, supply chain disruptions, or other. We may already have your ecosystem members as our customers.

Envision your company and the top selected companies in your supply network harmonizing risk management practices… Please open a dialogue with us!