Explainability and Governance
Certfai answers four key questions to build trust and mitigate risk and bias (and to maintain compliance within regulated industries).
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Cortex Certifai provides explainability, fairness, robustness, and compliance to your applications—the anchors of trustworthy Artificial Intelligence.
Certfai answers four key questions to build trust and mitigate risk and bias (and to maintain compliance within regulated industries).
Certifai automates Data and Model vulnerability detection and creates black-box transparency. It explains decisions from predictive models, uncovers bias and finds weaknesses in the data.
Certifai generates a numeric score based on 6 key elements of trust: fairness / bias, robustness, explainability, accuracy, compliance, and data quality. Our AI Trust Index allows you to compare your model to industry benchmarks.
Engage key stakeholders in building trusted AI with role-based reporting.
In order to trust the predictions made by an algorithm, we must be able to measure the effectiveness of the predictions in solving the business problem.
In Trusted AI systems the data and models represent the real world and are free of algorithmic biases. This mitigates skewed decision making and reasoning that results in errors and unintended consequences.
To build trust for human users, transparency is a must. AI systems built around this principle explain the decision process and eliminate the black-box concerns for stakeholders.
As with other technologies, cyber-attacks can penetrate and fool AI systems. Trusted AI systems detect and provide protection against attacks and understand how issues with data quality impact system performance.
Data is the fuel that powers AI. Trusted AI systems ensure visibility concerning data drifts, data poisoning, and data validity and fit. They also ensure legal justifications to use and process the data.
Trusted AI systems take a holistic design, implementation, and governance model that ensures that AI systems operate within the boundaries of local, national and industry regulation. They are built and controlled in a compliant and auditable manner.
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