Through years of research, we’ve found that many organisations prioritise technology over fairness, transparency, and accountability in AI, risking poor outcomes, regulatory penalties, and societal backlash.
At Esdha, we’ve created a toolkit to help leaders and teams implement responsible AI practices with confidence. Explore our expanding responsible AI catalogue to scale AI, ensuring compliance with regulatory standards, organisational goals, and societal expectations.
compliance officers. With our step-by- step guidance, from Al design to monitoring, you can seemlessly align Al systems with regulatory compliance (EU AI Act), societal expectations and organisational goals.
Fairness in machine learning has been predominantly studied through global metrics like Demographic Parity and Equalized Odds. These approaches aim
Fairness in healthcare machine learning is highly context-dependent. Different use cases, populations, and risks require tailored approaches to fairness, making
The growing need for fairness in machine learning models stems from the increasing reliance on AI for decisions that impact
One concept that has gained significant attention in recent years is “Equalized Odds.” As AI and ML models continue to
While AI systems promise efficiency and accuracy, they also carry the risk of perpetuating and amplifying biases. Consider a retail
As leaders and managers, you are in a unique position to drive the change needed to ensure fairness in machine
Fairness in cross-validation isn’t just a technical detail—it’s a critical component of responsible AI development, ensuring that your models serve
As organisations continue to adopt and implement AI technologies, one of the key challenges they face is ensuring that their
As AI systems are increasingly used to make decisions in areas such as hiring, healthcare, finance, and law enforcement, there
What if you could equip your business with the tools to seamlessly collaborate with key stakeholders and integrate AI ethics into your processes and ensure alignment with UK, US, and EU AI compliance?
So that you can confidently scale AI, mitigate risks, and ensure your systems meet regulatory standards.
For example, industry leaders are already using our responsible AI tools and seeing tangible results, dramatically improving their metrics and trust.
And that’s not all— our tailored approach ensures you get the most from your AI investment, helping you meet regulatory standards, organisational goals, and societal expectations.
Systematically innovate
Build trust
Ensure equitable results
(Delivery within 2-3 days)
Actionable steps, strategies and checklists for mitigating 15 of the most important fairness issues related to your project.
Reduce risks.
Improve data integrity
Operational efficiency
(Delivery within 2-3 days)
, strategies and checklists for mitigating 30+ Types of Bias & Fairness in the AI/ML pipeline.
Enhance collaboration
Inclusive innovation
Risk Mitigation
(Delivery within 7 days)
Delivering actionable steps, tailored strategies, and practical checklists customised to your use case to address 15+ bias.
Cross-team alignment
Strengthen loyalty and trust
Develop inclusive AI solutions
(Delivery in 5-7 days)
Delivering actionable steps, strategies, and practical checklists customised to your use case to address 15+ bias.
Regulatory compliance
Operational excellence
Competitive Advantage
(Delivery in 5-7 days)
Delivering actionable steps, strategies, and practical checklists customised to your use case to address 30+ bias & fairness issues.
Reputational Protection
Regulatory Alignment
Risk Mitigation
(Delivery in 14 days)
My journey to Esdha wasn’t a linear path — it was shaped by over 20 years of varied experience across roles in software development, research, design, and product management in both industry and academia. During this time, I found that small or big organisations often resisted AI adoption.
This sparked curiosity to delve deeper into the factors that drive AI adoption. Over the past six years, I have studied over 50 organisations and 110 real-world AI use cases to uncover these factors.
What I found was that AI resistance often stems from organisations lacking the necessary tools and skills to harness its potential, hence leading to 85% of failures. AI doesn’t fail due to its technology alone — it falters when rushed with a tech-first mindset, deployed without ethical considerations, or developed without a proper understanding of human or business needs.
This realisation led me to develop several practical, actionable frameworks, grounded in research. This became the foundation for Esdha.
At Esdha, responsible AI is not just a buzzword. We are committed to demystifying responsible AI by providing expert guidance and training, making it practical and easy to implement. Our approach ensures that the development of AI systems are compliant, inclusive, and high-performing.
My mission is to empower leaders, teams, and organisations to harness collective intelligence and embed responsible AI practices into every initiative, driving sustainable, long-term success.
Dr Anandhi Vivek Dhukaram
Founder of Esdha
Responsible AI principles help organisations to build transparent, explainable and ethical AI applications that generate trust and confidence. Having a clear AI governance strategy based on responsible AI principles will ensure that AI is used responsibly and optimally for an organisation by defining roles and responsibilities for teams involved in this effort.
Start AI with a Responsible AI mindset, regardless of where you are in your AI journey.
Yes, we provide assistance to organisations that are new to AI. We offer guidance, support, and customised solutions to help you navigate the AI landscape, understand its implications, and develop responsible AI practices from the start. Our expertise in AI governance and human-centred design allows us to assist organisations at any stage of their AI journey, including those who are just beginning their AI initiatives.
While a data strategy addresses specific aspects of bias and fairness, an AI governance strategy provides a broader framework to ensure responsible AI practices, manage risks, comply with regulations, and build stakeholder trust. It helps organisations navigate the complex landscape of AI and maximise the benefits while minimising potential harms.
At Esdha, we offer comprehensive AI governance services to meet the diverse needs of our clients. We understand that different organizations have unique requirements when it comes to responsible AI adoption.
Our approach is flexible and adaptable, tailored to your specific needs. Whether you require a one-time engagement or ongoing support, we can work together to design a solution that aligns with your goals.
For organizations seeking a one-off service, we provide a range of options such as AI ethics audits, developing AI governance frameworks, or conducting training sessions. These services are designed to address specific challenges and help you establish a strong foundation for responsible AI practices.
Alternatively, if you’re looking for ongoing support, we can work closely with your organization to develop and implement a comprehensive AI governance strategy. This involves conducting assessments, designing policies, providing training programs, facilitating workshops, and offering continuous guidance and support throughout your responsible AI journey.
Our team of experts is dedicated to helping you navigate the complexities of AI governance, ensuring that you can innovate with confidence while maintaining ethical standards. Reach out to us today to discuss your specific needs and explore how we can work together to achieve responsible AI adoption.
Absolutely! If you’re feeling lost or uncertain about how to navigate the world of AI governance, Esdha is here to help you every step of the way.
Our team of experienced professionals understand the challenges and complexities associated with responsible AI adoption. We have deep expertise in responsible AI governance, ethical considerations, and industry best practices. We can provide the guidance and support you need to develop a clear roadmap for your organisation.
Whether you’re just starting out with AI or already in the midst of implementation, we can help you gain clarity and confidence. Our collaborative approach involves working closely with your team to understand your unique goals, challenges, and organisational values.
We offer a range of services, including AI literacy training, AI use case and AI strategy workshops, and ongoing support. We will guide you through the process, ensuring that you have a comprehensive understanding of the principles and practices necessary for responsible AI governance.
We offer both online and in-person Responsible AI governance services to accommodate your organisation’s preferences. Whether you prefer remote collaboration or a more hands-on approach, we are flexible in our delivery methods. Contact us to discuss your needs, and we will tailor our services to suit your requirements.
We do not provide certifications for responsible AI governance. Instead, we specialise in helping organisations navigate the complexities of AI transformation by providing tailored AI governance strategies. Our focus is on guiding you through the process of implementing responsible AI practices that align with your organisational goals and values. We work closely with your team to understand your specific needs, assess risks and challenges, and co-create a comprehensive AI governance strategy that suits your unique requirements. Our goal is to empower your organisation to drive ethical and responsible AI adoption while maximising the benefits and minimising potential risks. Contact us to learn more about how we can assist your organisation in achieving responsible AI transformation.
Serving customers across the UK, USA, Canada, Netherlands, India, and Saudi Arabia. For inquiries, please email us at:
adminATesdha.co.uk
We look forward to assisting you!
