AI Governance and Security
This article provides an overview of Ataccama’s approach to AI governance and security, highlighting our commitment to responsible AI usage, data protection, and regulatory compliance.
Our approach to responsible AI
At Ataccama, we recognize the importance of responsible AI governance and robust security practices. Our commitment ensures transparency, compliance, and ethical usage of AI technologies embedded within the Ataccama ONE Platform.
Our AI governance policies are guided by the NIST AI Risk Management Framework, underscoring our dedication to managing AI risks effectively and responsibly.
AI features in ONE
Ataccama’s AI capabilities enhance productivity across data governance, data quality, and master data management domains. Our offerings include:
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Traditional machine learning: Deployed locally within your environments, these features assist with tasks like business term classification, anomaly detection, and master data matching.
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Generative AI: Accessible via our embedded user interface, these capabilities include generating descriptions, SQL queries, rule expressions, and conversational assistance.
All AI features provide suggestions that are easy to delete and edit. It is the responsibility of AI users to review and validate the output of the AI.
Data use and privacy
Data minimization
Ataccama primarily utilizes metadata rather than raw data. Data access for Generative AI is minimal, optional, and controlled by your administrators.
No training on customer data
Customer data and metadata are never used for training shared generative AI models. Traditional machine learning (ML) models are trained locally within your environment for personalized and secure outcomes.
AI governance principles
Our governance program emphasizes transparency, fairness, and reliability in AI operations. Key objectives include:
- Performance and accuracy
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Continuous model evaluation and improvement to maintain high accuracy.
- Fairness and bias mitigation
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Regular testing to identify and correct potential biases.
- Explainability and transparency
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Clear documentation and explanations provided for all AI-driven recommendations.
- Security and privacy
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Strict adherence to data security practices and customer data usage preferences.
- Legal and regulatory compliance
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Ongoing monitoring and alignment with AI-related laws and guidelines.
Intellectual property and ownership
Customer responsibilities
You are expected to use AI responsibly, ethically, and lawfully, adhering to the following principles:
- Lawful and ethical use
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Compliance with all applicable laws and ethical standards.
- Human oversight
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Reviewing and validating critical or sensitive AI-generated outputs.
- Data and privacy management
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Appropriate classification and secure management of data inputs to AI systems.
- Reporting and feedback
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Prompt reporting of any identified issues such as biases, inaccuracies, or security concerns.
For best practices on using Generative AI features effectively, see Get Started with Generative AI.
Audit and compliance
Ataccama conducts biannual internal audits assessing compliance with governance policies, including:
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Automated monitoring and manual reviews.
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Regular evaluations of AI model performance, fairness, and security practices.
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Clear documentation, reporting, and remediation procedures to address any identified issues.
Controls and administration
You retain full control over the usage of AI within your environments:
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AI features can be individually turned on or off by your administrators.
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Role-based access control ensures only qualified personnel can approve AI outputs.
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Clear user interfaces facilitate management and oversight of AI capabilities.
Updates and changes
Ataccama continually enhances AI technologies to improve performance and compliance:
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Material updates are communicated in advance, allowing you to review and provide feedback.
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Policy changes align with evolving legal, technological, and customer requirements, with clear communication about updates and effective dates.
Contact information
For more information or assistance, reach out to your Customer Success Manager (CSM). Our team is ready to provide further guidance and support.
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