Clairva Ethics Statement

This statement was last updated on May 18, 2025.

We at Clairva Pte Ltd our mission is to build AI-powered technologies that empower creators, respect data rights, and promote responsible innovation. This Ethics Statement outlines our principles and commitments in the development, deployment, and operation of our AI systems, particularly as they relate to data practices and content ecosystems.

1. Our Commitment to Responsible AI

We commit to building AI systems that are:

Human-centric: All our tools and platforms are designed to augment human creativity and decision-making, not replace it. We ensure our AI models operate under human oversight and are never autonomous in a way that bypasses accountability.
Transparent and Explainable: We strive to make the decision-making processes of our AI systems understandable and accessible to users, content creators, and partners.
Accountable: We take full responsibility for the design, outcomes, and societal impact of our AI systems, following Singapore's Model AI Governance Framework, OECD AI Principles, and EU AI Act provisions.

2. Data Ethics

Clairva believes that trustworthy AI begins with ethical data practices:

Consent and Licensing: All data used to train and operate our AI systems, whether image, video, or text, is sourced with verifiable, explicit consent or through properly licensed channels. We do not use data obtained via scraping or unauthorised means.
Purpose Limitation: We collect and use data strictly for purposes disclosed to users and do not repurpose personal or creative data for secondary uses without renewed consent.
Data Minimisation and Protection: We collect only what is necessary, anonymise personal data where possible, and store it securely in compliance with Singapore's Personal Data Protection Act (PDPA) and international standards such as the General Data Protection Regulation (GDPR).
Transparency in Usage: We publish detailed documentation about our dataset sources, curation process, and usage patterns. Creators and contributors are informed how their data will be used at the time of onboarding.

3. Fair Practices and Creator Rights

We recognise creators and data contributors as foundational stakeholders in the AI economy:

Fair Compensation: Clairva provides clear, contractually defined revenue share models and compensates creators fairly when their content contributes to our dataset marketplace or model training workflows.
Attribution and Recognition: Where applicable, creators are credited for their contributions and given visibility in downstream products or marketplaces.
Content Ownership and Withdrawal Rights: Creators retain ownership of their content unless explicitly agreed otherwise. They have the right to request removal of their data from our systems within reasonable timelines and frameworks.
Bias and Harm Mitigation: We proactively audit our datasets for biases and potential harm, particularly in terms of cultural misrepresentation, stereotyping, or marginalization, and implement mitigation strategies in line with UNESCO's Recommendation on the Ethics of Artificial Intelligence.

4. Governance, Review, and Contact

We are currently building Clairva and will have internal governance processes in place to:

Conduct regular ethical reviews of AI deployments.
Evaluate new product features for compliance with evolving regulations and ethical norms.
Respond promptly to ethical concerns raised by users, researchers, or the public.

Requests, issues and suggestions

If you find an accessibility issue on the site, or if you require further assistance, you are welcome to contact us through the organisation's accessibility coordinator. We review every ethical inquiry with seriousness and commit to transparent follow-ups.:

Dushyant Verma
Email: hello@clairva.ai
Subject: Ethics and Responsible AI Inquiry

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Clairva Ethics Statement

1. Our Commitment to Responsible AI We commit to building AI systems that are:

Human-centric: All our tools and platforms are designed to augment human creativity and decision-making, not replace it. We ensure our AI models operate under human oversight and are never autonomous in a way that bypasses accountability.

Transparent and Explainable: We strive to make the decision-making processes of our AI systems understandable and accessible to users, content creators, and partners.

Accountable: We take full responsibility for the design, outcomes, and societal impact of our AI systems, following Singapore's Model AI Governance Framework, OECD AI Principles, and EU AI Act provisions.

2. Data Ethics Clairva believes that trustworthy AI begins with ethical data practices:

Consent and Licensing: All data used to train and operate our AI systems, whether image, video, or text, is sourced with verifiable, explicit consent or through properly licensed channels. We do not use data obtained via scraping or unauthorised means.

Purpose Limitation: We collect and use data strictly for purposes disclosed to users and do not repurpose personal or creative data for secondary uses without renewed consent.

Data Minimisation and Protection: We collect only what is necessary, anonymise personal data where possible, and store it securely in compliance with Singapore's Personal Data Protection Act (PDPA) and international standards such as the General Data Protection Regulation (GDPR).

Transparency in Usage: We publish detailed documentation about our dataset sources, curation process, and usage patterns. Creators and contributors are informed how their data will be used at the time of onboarding.

​​ 3. Fair Practices and Creator Rights We recognise creators and data contributors as foundational stakeholders in the AI economy:

Fair Compensation: Clairva provides clear, contractually defined revenue share models and compensates creators fairly when their content contributes to our dataset marketplace or model training workflows.

Attribution and Recognition: Where applicable, creators are credited for their contributions and given visibility in downstream products or marketplaces.

Content Ownership and Withdrawal Rights: Creators retain ownership of their content unless explicitly agreed otherwise. They have the right to request removal of their data from our systems within reasonable timelines and frameworks.

Bias and Harm Mitigation: We proactively audit our datasets for biases and potential harm, particularly in terms of cultural misrepresentation, stereotyping, or marginalization, and implement mitigation strategies in line with UNESCO's Recommendation on the Ethics of Artificial Intelligence.

4. Governance, Review, and Contact We are currently building Clairva and will have internal governance processes in place to:

Conduct regular ethical reviews of AI deployments.

Evaluate new product features for compliance with evolving regulations and ethical norms.

Respond promptly to ethical concerns raised by users, researchers, or the public.

Requests, issues and suggestions If you find an accessibility issue on the site, or if you require further assistance, you are welcome to contact us through the organisation's accessibility coordinator. We review every ethical inquiry with seriousness and commit to transparent follow-ups.:

Dushyant Verma

Email: hello@clairva.ai Subject: Ethics and Responsible AI Inquiry