2021.AI’s responsible AI principles

As an AI Platform provider of Responsible use of AI, 2021.AI holds the highest standards when it comes to developing and implementing AI and Machine Learning models. AI is a powerful technology that can help people and businesses when developed and implemented responsibly. Our development team follows the 2021.AI Responsible AI Principles internally and we encourage clients using our Grace AI platform to follow these as well.

Responsible AI principles

Transparent & explainable

AI projects should be transparent and explainable to all stakeholders, including developers and end-users, at the highest level of explainability possible. The decisions and actions of an AI project should be communicated including how broader systems leverage AI.

Fair & equitable

AI projects should be fair and equitable to all humans. There should be a focus on avoiding and minimizing unfair and unexpected biases while also ensuring accessibility and universal design throughout an AI project lifecycle.


All AI projects need to be held accountable by humans throughout the AI project lifecycle. Human oversight needs to be applied with clear processes for auditability from end-users, regulators, and management within a company.

Respectful of privacy & data governance

AI projects should be respectful of privacy and include thorough data and AI governance. Embedding security in the design and deployment of AI projects protects users against unintentional and malicious harm.

Robust & reliable

AI projects should perform reliably and be robust over time. Stability ensures no users’ trust is compromised and disparate impacts are avoided in AI project outcomes. Reliable AI projects should consider the social and environmental impacts of deployment and operation.

These five guiding principles are part of any AI project at 2021.AI. 2021.AI and our clients are set up for success with our Grace AI Platform, which serves precisely such needs to ensure Governance, Risk, and Compliance (GRC) for data and AI, including responsible practices. We can help our clients adopt and adapt Responsible AI Principles to match their needs including adhering to relevant legislation, law, and international standards. Reach out to us at 2021.AI to learn more about the Grace AI Platform and how to get started with your responsible AI implementations.

2021.AI’s Responsible AI Principles: The guiding principles to any AI project at 2021.AI

About 2021.AI

2021.AI serves the growing enterprise need for full management and oversight of applied AI. Our data science expertise, combined with the Grace AI Platform, offers a real AI differentiator for clients and partners worldwide. Grace helps data scientists solve some of the most complex business problems while also providing organizations with the most comprehensive data and AI Governance capability for responsible, transparent, and trustworthy model development. 2021.AI is headquartered in Copenhagen, with employees in five locations globally.

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