# Best AI Bias Audit Services *By [Grace Savides](https://research.g2.com/insights/author/grace-savides)* AI bias audit services offer assistance in analyzing and examining preexisting systems that use AI and identifying potential biases. While these services exist outside of recruiting, this category relates to those in recruiting. These services are necessary for organizations to ensure that any AI recruiting process isn’t unconsciously reproducing bias. Businesses are required in some areas to comply with local or international laws by hiring a third-party auditor if they don’t have the ability to audit in-house. Legislation on AI is new but growing fast. These services assist in helping organizations stay in compliance locally, regionally, or internationally, depending on the scope and location of the provider. Some essential AI laws include the EU AI Act, NYC's Local Law 144 about automated employment decision tools (AEDTs), Canada’s Artificial Intelligence and Data Act (AIDA), China’s Internet Information Service Algorithmic Recommendation Management, and others. To qualify for inclusion in the AI Bias Audit category, a services provider must: - Audit AI solutions in recruiting or hiring processes - Offer an algorithmic audit service in which humans examine the datasets, processes, and implementation of AI and identify any bias relating to demographic and protected identities - Provide implementation or consulting support regarding AI recruiting compliance ## Category Overview **Total Products under this Category:** 17 ## Trust & Credibility Stats **Why You Can Trust G2's Software Rankings:** - 30 Analysts and Data Experts - 0+ Authentic Reviews - 17+ Products - Unbiased Rankings G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category. ## Top-Rated Products (Ranked by G2 Score) ### 1. [Adaptive.AI](https://www.g2.com/products/adaptive-ai/reviews) Adaptive.AI specializes in providing comprehensive services to ensure compliance with New York City's Automated Employment Decision Tools (AEDT Law, also known as Local Law 144. This legislation mandates that employers and employment agencies conduct independent bias audits and obtain certification for all AEDTs utilized in hiring and promotion processes. Adaptive.AI offers both pre-audit services to prepare organizations for compliance and independent third-party audits as required by the law. Key Features and Functionality: - Pre-Audit Services: Adaptive.AI assists organizations in evaluating their current AEDTs to identify potential compliance issues and implement best practices before undergoing formal audits. - Independent Third-Party Audits: As certified auditors in the Foundations of Independent Audit of AI Systems and NYC AEDT Bias Audit, Adaptive.AI conducts impartial evaluations to ensure AEDTs meet legal standards. - Consulting Services: The company provides expert guidance on aligning AI-powered recruitment tools with ethical standards, focusing on mitigating biases and enhancing diversity and inclusion initiatives. Primary Value and Problem Solved: Adaptive.AI addresses the critical need for organizations to comply with NYC's AEDT Law, thereby mitigating legal risks associated with non-compliance. By ensuring that automated hiring tools are free from bias, Adaptive.AI helps companies maintain a fair and transparent recruitment process, enhancing their brand reputation and fostering trust among job candidates. This proactive approach not only safeguards organizations against potential penalties but also promotes ethical AI usage in employment decisions. **Seller Details:** - **Seller:** [Adaptive.AI](https://www.g2.com/sellers/adaptive-ai) - **HQ Location:** Pittsburgh, US - **LinkedIn® Page:** https://www.linkedin.com/company/adaptiveaiinc/ (1 employees on LinkedIn®) ### 2. [APTMetrics](https://www.g2.com/products/aptmetrics/reviews) APTMetrics offers comprehensive bias audit services designed to help organizations identify and mitigate biases within their employment practices. These audits are essential for ensuring fairness, compliance with legal standards, and the promotion of an inclusive workplace culture. Key Features and Functionality: - Comprehensive Analysis: Conducts thorough evaluations of employment processes to detect potential biases. - Data-Driven Insights: Utilizes advanced statistical methods to provide objective assessments. - Customized Solutions: Offers tailored recommendations to address identified biases effectively. - Regulatory Compliance: Ensures alignment with Equal Employment Opportunity (EEO laws and guidelines. - Ongoing Support: Provides continuous monitoring and guidance to maintain bias-free practices. Primary Value and User Benefits: APTMetrics' bias audits empower organizations to foster equitable employment practices by identifying and addressing unconscious biases. This proactive approach not only enhances diversity and inclusion but also minimizes legal risks associated with discriminatory practices. By partnering with APTMetrics, companies can build a more inclusive culture, improve employee satisfaction, and strengthen their reputation as fair and responsible employers. **Seller Details:** - **Seller:** [APTMetrics](https://www.g2.com/sellers/aptmetrics) - **Year Founded:** 1995 - **HQ Location:** Westport, US - **LinkedIn® Page:** https://www.linkedin.com/company/aptmetrics/ (95 employees on LinkedIn®) ### 3. [Assessment Standards Institute](https://www.g2.com/products/assessment-standards-institute/reviews) The Assessment Standards Institute offers comprehensive bias audit services tailored to comply with New York City's regulations on Automated Employment Decision Tools (AEDTs. These audits are designed to identify and mitigate potential biases in employment decision-making processes, ensuring fairness and transparency in hiring and promotion practices. Key Features and Functionality: - Independent Third-Party Audits: Conducted by impartial experts with no financial ties to the employer, ensuring objectivity. - Comprehensive Bias Assessment: Evaluates potential disparate impacts based on sex, race, and ethnicity in AEDTs. - Regulatory Compliance: Ensures adherence to New York City's legal requirements for bias audits in employment practices. - Detailed Reporting: Provides summaries of audit findings, including data sources, demographic breakdowns, selection rates, and impact ratios. Primary Value and User Solutions: By partnering with the Assessment Standards Institute, organizations can proactively address and rectify biases in their employment decision tools, fostering a more equitable workplace. This not only ensures compliance with New York City's regulations but also enhances the organization's reputation for fairness and inclusivity, ultimately leading to a more diverse and effective workforce. **Seller Details:** - **Seller:** [Assessment Standards Institute](https://www.g2.com/sellers/assessment-standards-institute) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) ### 4. [BABL AI](https://www.g2.com/products/babl-ai/reviews) Since 2018, BABL AI has been Auditing and Certifying AI Systems, Consulting on Responsible AI best practices, and offering Online Education on related topics. **Seller Details:** - **Seller:** [BABL AI](https://www.g2.com/sellers/babl-ai) - **Year Founded:** 2018 - **HQ Location:** Iowa City, US - **LinkedIn® Page:** https://www.linkedin.com/company/babl-ai (26 employees on LinkedIn®) ### 5. [DCI Consulting](https://www.g2.com/products/dci-consulting/reviews) For over 20 years, DCI has been offering independent audit and expert review services, covering both traditional assessments and assessments powered by artificial intelligence and machine learning, to evaluate compliance with professional and legal standards such as the Uniform Guidelines on Employee Selection Procedures. Our team of experts brings in-depth knowledge **Seller Details:** - **Seller:** [DCI Consulting](https://www.g2.com/sellers/dci-consulting) - **Year Founded:** 2001 - **HQ Location:** Washington, D.C., US - **Twitter:** @DCIConsulting (239 Twitter followers) - **LinkedIn® Page:** http://www.linkedin.com/company/dci-consulting-group-inc. (81 employees on LinkedIn®) ### 6. [Elevate](https://www.g2.com/products/elevate-2024-10-25/reviews) ere at Elevate, with our multi-disciplinary team of governance, cyber security, privacy, data science and machine learning professionals we believe we can tackle all the facets of AI governance and requirements for auditing and control points and provide assurance to board of directors, audit, risk management and software engineering professionals. We imagine a world where accountability for proper implementation of AI is at the forefront of board of directors, senior management, and investors. **Seller Details:** - **Seller:** [Elevate](https://www.g2.com/sellers/elevate-9c38d22a-911c-4f72-8b42-b08a5f873ab7) - **Year Founded:** 2008 - **HQ Location:** Miami, US - **LinkedIn® Page:** https://www.linkedin.com/company/elevateconsult/ (17 employees on LinkedIn®) ### 7. [Eticas.AI](https://www.g2.com/products/eticas-ai/reviews) Eticas.ai is a leading global SaaS company specializing in AI auditing, bias monitoring, and certification, with over a decade of experience helping EU and US organizations optimize their AI processes, leading to better, safer, and fairer business decisions. **Seller Details:** - **Seller:** [Eticas.AI](https://www.g2.com/sellers/eticas-ai) - **Year Founded:** 2012 - **HQ Location:** New York, US - **LinkedIn® Page:** https://www.linkedin.com/company/eticasai/ (11 employees on LinkedIn®) ### 8. [Idiro Analytics](https://www.g2.com/products/idiro-analytics/reviews) Idiro Analytics' Automated Employment Decision Tool (AEDT Audit is a specialized service designed to evaluate and ensure the fairness, transparency, and compliance of automated systems used in employment decisions. By conducting thorough audits, Idiro Analytics helps organizations identify and mitigate biases within their AEDTs, promoting ethical AI practices and adherence to regulatory standards. Key Features and Functionality: - Bias Detection and Mitigation: Utilizes advanced analytics to uncover and address potential biases in employment decision tools. - Compliance Assessment: Ensures that AEDTs align with legal and ethical guidelines, reducing the risk of non-compliance. - Transparency Enhancement: Provides clear insights into the decision-making processes of AEDTs, fostering trust and accountability. - Customizable Reporting: Delivers detailed reports tailored to the specific needs and contexts of the organization. Primary Value and User Solutions: The AEDT Audit service empowers organizations to confidently deploy automated employment decision tools by ensuring they are fair, unbiased, and compliant with relevant regulations. This proactive approach not only mitigates legal and reputational risks but also enhances the organization's commitment to ethical AI practices, fostering a more inclusive and equitable workplace. **Seller Details:** - **Seller:** [Idiro Analytics](https://www.g2.com/sellers/idiro-analytics) - **Year Founded:** 2003 - **HQ Location:** Dublin 2, IE - **LinkedIn® Page:** https://ie.linkedin.com/company/idiro-analytics (24 employees on LinkedIn®) ### 9. [Kanarys](https://www.g2.com/products/kanarys/reviews) Improve inclusion and equity in your workplace with Holistic DEI Assessments, Benchmarking, and Solutions **Average Rating:** 3.5/5.0 **Total Reviews:** 1 **Seller Details:** - **Seller:** [Kanarys](https://www.g2.com/sellers/kanarys) - **Year Founded:** 2018 - **HQ Location:** Dallas, US - **LinkedIn® Page:** https://www.linkedin.com/company/kanarys/ (14 employees on LinkedIn®) **Reviewer Demographics:** - **Company Size:** 100% Enterprise ### 10. [Mosaic Data Science](https://www.g2.com/products/mosaic-data-science/reviews) At Mosaic, we follow a rigorous algorithm bias auditing approach in alignment with the AI Risk Management Framework developed by the National Institute of Standards and Technology (NIST). Our team is helping to shape the future of AI Regulation in the U.S. as part of the NIST’s AI Safety Institute Consortium. What you can expect when hiring Mosaic for Bias Audits & Ethical AI **Seller Details:** - **Seller:** [Mosaic Data Science](https://www.g2.com/sellers/mosaic-data-science) - **Year Founded:** 2004 - **HQ Location:** Leesburg, US - **LinkedIn® Page:** https://www.linkedin.com/company/mosaic-data-science (14 employees on LinkedIn®) ### 11. [NYC Bias Audit](https://www.g2.com/products/nyc-bias-audit/reviews) Be Prepared for the NYC Bias Audit Law with Holistic AI Holistic AI’s end-to-end independent bias audit solution simplifies alignment with the terms of Local Law 144. Achieve compliance with the help of an industry-leading independent auditor. Why work with us: - Speedy solution: Full audit within two weeks of receiving your data, carving out a pathway towards swift adherence to the law. - Up-to-date: We keep you informed of legislative changes to promote ongoing compliance. - Customized plans: As a compliance-orientated independent auditing company, we tailor a plan to meet your unique needs. **Seller Details:** - **Seller:** [Holistic AI](https://www.g2.com/sellers/holistic-ai) - **Year Founded:** 2020 - **HQ Location:** San Francisco, US - **Twitter:** @holistic_ai (370 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/holisticai/ (73 employees on LinkedIn®) ### 12. [ORCAA](https://www.g2.com/products/orcaa/reviews) ORCAA’s dual mission is to help define accountability for algorithms, and to keep people safe from harmful consequences of AI and automated systems. Whether it’s a hiring algorithm, healthcare AI, predictive scoring system, or generative AI platform, we are here to think about how it could fail, for whom, and what you can do to monitor and mitigate these risks. We are actively developing frameworks and governance approaches to help companies and organizations use algorithms and AI safely – confirming these technologies perform as intended and operate within sensible guardrails. We help our clients realize the transformative benefits of AI, while avoiding discrimination, bias, and other problems. **Seller Details:** - **Seller:** [ORCAA](https://www.g2.com/sellers/orcaa) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) ### 13. [Resolution Economics](https://www.g2.com/products/resolution-economics/reviews) Resolution Economics offers comprehensive AI Bias Audits to help organizations identify and mitigate unintended biases in their AI, algorithmic, and automated decision-making tools. As AI systems become integral to business operations, they can inadvertently introduce biases, leading to discriminatory outcomes. Resolution Economics' expert analysts provide independent assessments to ensure these tools operate fairly and comply with evolving regulatory standards. Key Features and Functionality: - Pre-Implementation Analysis: Before deploying AI tools, Resolution Economics evaluates custom-built datasets to predict potential adverse impacts on various demographic groups, including race, gender, ethnicity, age, and intersectional identities. - Pilot Study Design: During the implementation phase, they assist in designing pilot studies to assess potential biases prior to full-scale deployment. - Post-Implementation Review: After AI tools are operational, they conduct analyses using actual usage data to confirm the tools remain free from bias. - Regulatory Compliance Support: They provide audit results in formats that meet specific company needs and comply with applicable regulatory requirements, such as New York City's law mandating independent bias audits for automated employment decision tools. Primary Value and Problem Solved: Resolution Economics' AI Bias Audits empower organizations to harness the benefits of AI-driven decision-making while mitigating the risks associated with unintended biases. By ensuring AI tools are fair and compliant with regulatory standards, they help protect companies from potential legal challenges, reputational damage, and operational inefficiencies. Their interdisciplinary team, comprising labor economists, compliance experts, statisticians, CPAs, industrial-organizational psychologists, and data analysts, provides the expertise necessary to navigate the complexities of AI bias auditing effectively. **Seller Details:** - **Seller:** [Resolution Economics](https://www.g2.com/sellers/resolution-economics) - **HQ Location:** N/A - **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®) ### 14. [Rocket-Hire](https://www.g2.com/products/rocket-hire/reviews) Rocket-Hire's AI Bias Audits provide organizations with comprehensive evaluations of their AI-driven hiring tools and talent assessments, ensuring compliance with regulations such as New York City's Local Law 144, EEOC, and OFCCP requirements. Leveraging the proprietary ETHICS-Hire prism framework, Rocket-Hire assists companies in identifying and mitigating biases within their recruitment processes, promoting fairness and transparency. Key Features and Functionality: - Educational Support: Offers rapid upskilling on AI hiring tools, enabling teams to understand and effectively implement these technologies. - Vendor Evaluation: Benchmarks existing workflows and technology stacks against industry best practices, guiding organizations in selecting and assessing vendors with confidence. - Compliance Assurance: Ensures adherence to emerging legal requirements and ethical frameworks, including NYC Local Law 144 bias audits, as well as EEOC and OFCCP regulations. - Collaborative Approach: Engages in partnership with HR and talent leaders to tailor evaluations to the organization's specific needs, ensuring thorough and meaningful assessments. Primary Value and Problem Solved: Rocket-Hire addresses the complexities and risks associated with adopting AI-powered hiring tools by providing expert advising and auditing services. By identifying and mitigating biases, the service enhances the fairness and effectiveness of recruitment processes, helping organizations build diverse and inclusive workforces while ensuring compliance with legal and ethical standards. **Seller Details:** - **Seller:** [Rocket-Hire](https://www.g2.com/sellers/rocket-hire) - **Year Founded:** 2001 - **HQ Location:** New Orleans, US - **LinkedIn® Page:** https://www.linkedin.com/company/rocket-hire/ (5 employees on LinkedIn®) ### 15. [Trilateral Research](https://www.g2.com/products/trilateral-research/reviews) Trilateral Research can help you understand if you are impacted, and offers an all-encompassing, unbiased audit to aid your organization in achieving appropriate compliance. We possess years of proficiency in the fields of data ethics, data protection, and compliance support, and can cater to organizations of all sizes. **Seller Details:** - **Seller:** [Trilateral Research](https://www.g2.com/sellers/trilateral-research) - **Year Founded:** 2004 - **HQ Location:** London, GB - **LinkedIn® Page:** https://www.linkedin.com/company/trilateral-research (118 employees on LinkedIn®) ### 16. [Trustworthy AI](https://www.g2.com/products/trustworthy-ai/reviews) We offer a well-structured and flexible AI Quality testing and auditing framework, which combines automated tools based on the ISO 29119-11 international standard for testing AI-based systems and human expertise. **Seller Details:** - **Seller:** [code4thought](https://www.g2.com/sellers/code4thought) - **Year Founded:** 2017 - **HQ Location:** Holloway, GB - **LinkedIn® Page:** https://www.linkedin.com/company/code4thought/ (11 employees on LinkedIn®) ### 17. [Warden AI](https://www.g2.com/products/warden-ai/reviews) Warden helps AI platforms overcome adoption barriers by demonstrating that their AI is fair and compliant. Our assurance platform continuously audits AI systems for bias and provides transparency to stakeholders with real-time dashboards and reports. We work with leading AI talent platforms to build trust, drive adoption, and deploy AI with confidence. **Seller Details:** - **Seller:** [Warden AI](https://www.g2.com/sellers/warden-ai) - **Year Founded:** 2023 - **HQ Location:** Austin, US - **LinkedIn® Page:** https://www.linkedin.com/company/wardenai (8 employees on LinkedIn®) ## Parent Category [HR Services Providers](https://www.g2.com/categories/hr-services)