Destined AI

Destined AI is tackling the pervasive issue of bias in AI systems used in healthcare, which significantly affects health outcomes and access to medical services. The problem is twofold: first, the lack of diverse data leads to AI technologies that do not perform equitably across different populations; second, these biases exacerbate existing disparities in healthcare quality and accessibility, particularly affecting underserved groups.

Globally, biased AI in healthcare poses a critical threat to equity. Imagine an app being able to listen to your voice and provide early detection or warning signs, just from your voice. AI used in healthcare has major potential; however, if it doesn't work for the majority of the world, it won't ever reach its full potential. Billions of people, including refugees, minorities, the elderly, and LGBTQ+ individuals, receive inadequate healthcare services that are exacerbated by AI systems that are not designed to cater to their uniqueness. In the United States alone, underrepresented groups frequently receive lower-quality care, contributing to poorer overall health outcomes. The problem extends to rural areas, where access to technology and healthcare services is often limited, affecting millions.

Destined AI addresses these issues through a community-driven approach, utilizing a diverse dataset from over 4,000 individuals from varied backgrounds, including people of color and rural white southerners. Our platform enables:

·       Ethical Data Collection: At Destined AI, we prioritize the responsible collection of health-related data. This approach maintains privacy and security and fosters trust and broader acceptance, a crucial aspect for healthcare organizations and our community.

·       Inclusive AI Development: The AI systems developed using our platform are more inclusive and less biased by providing a broad spectrum of human experiences and conditions in our datasets.

·       Economic Empowerment: A key aspect of our platform is the compensation we provide to contributors, especially from underrepresented communities. This not only encourages participation but also provides a monetary benefit, while also educating about the impact of AI, thereby promoting inclusivity.

Our solution is geared towards creating fair, equitable, and effective AI across all demographics, improving the capacity and resilience of health systems worldwide. By integrating inclusive AI into healthcare, we enhance health outcomes and quality of care, particularly for underserved groups. The global need for unbiased AI in healthcare is critical, as it directly impacts the health outcomes of billions of individuals, making a solution essential to unlock the full potential of AI.

Our primary target includes underserved groups, such as:

1.    Ethnic Minorities: These groups often receive substandard medical care due to systemic biases and a lack of culturally competent health services.

2.    People with Disabilities: This demographic, while often facing obstacles in accessing technology that is not adapted to their needs, holds immense potential for improved health outcomes with the right technological adaptations.

3.    Women: This demographic is one of the largest in the US and often isn't well represented in data, leading to unwanted AI bias.

4.    Older Adults: They are often marginalized in healthcare innovation, particularly in developing and deploying new technologies.

5.    Rural Communities: Including white southerners in the US, these populations typically have less access to advanced healthcare technologies and services.

6.    Medically Underserved Global Populations: Such as refugees and displaced individuals, who often do not have sufficient access to healthcare services or personalized health technologies.

Imagine a world where AI works for everyone, everywhere. That's the impact we are working towards.

Destined AI brings expertise in technology and shares a deep, personal connection with the communities we aim to serve and have direct ties with. Including ethnic minorities, rural communities, and those affected by disabilities and economic disadvantages, we're able to access communities often hard to reach by tech and healthcare companies. 

This personal proximity is apparent in our ability to foster a community of over 4000 data contributors, including people of color and rural white southerners. 

Destined AI has paying customers like Amazon and is in deep talks with healthcare companies and startups building voice AI healthcare technologies. Additionally, we have a community of over 4000 data contributors, ranging from people of color to rural white southerners. We've worked hard to build a meaningful community to improve AI and, ultimately, health outcomes for everyone. 

We are applying to the Solve program to leverage its extensive network of world-class leaders and mentors, which is crucial for scaling our impact and improving health outcomes. Our goal is to deepen our market penetration and expand our technological reach, particularly within complex health networks.

Barriers We Aim to Overcome with Solve's Assistance:

1. Strategic Partnerships and Market Access:

   • Challenge: As a growing startup, forming robust strategic partnerships and gaining traction within established healthcare networks pose significant challenges. We are eager to connect with entities that can help us navigate these complex systems.
   • Solve's Role: We believe Solve can facilitate introductions to potential partners, including healthcare providers and payers, thus providing us with essential market insights and collaboration opportunities.

2. Technical Enhancement and Scaling:

   • Challenge: Developing AI technologies that meet diverse and evolving healthcare and are also trustworthy and secure requires continuous technical evaluation and validation.
   • Solve's Role: Access to Solve’s technological resources and expertise can help us refine our AI solutions, ensuring they remain cutting-edge and widely applicable across various healthcare scenarios.

3. Regulatory and Legal Guidance:

   • Challenge: Navigating the legal and regulatory landscape of healthcare technology, especially considering HIPAA and privacy laws, is a substantial barrier, particularly as we focus on data for better AI.
   • Solve's Role: Mentorship from Solve’s network of experts could guide us through regulatory compliance, intellectual property issues, and data privacy laws, which are pivotal to our operation and expansion.

Destined AI was founded on a unique insight gained from extensive consultations with hundreds of companies grappling with unwanted biases in AI systems. Recognizing a critical gap in the representation of underrepresented groups in AI development, we adopted a grassroots approach to innovation.

1. Community-Centric Data Collection:

   • We actively build networks within traditionally overlooked communities in technology development. By engaging directly with these groups, we foster a sense of inclusion and participation, which is rarely prioritized in the tech sector.

2. Ethical Data Pipeline:

   • Our processes are designed to ensure seamless, transparent, and secure handling of healthcare data. We prioritize consent and data security at every step, establishing a new standard for ethical data usage in AI and proving that ethical data is possible and feasible.

3. Scalable Impact:

   • By integrating a diverse array of data sources and ensuring the inclusion of marginalized voices, our data generators, and AI models become more robust and equitable baselines. This approach enhances the accuracy of AI applications in healthcare. It sets a precedent for how AI should be developed industry-wide and can become a catalyst for new healthcare AI products.

1. Goal:

Our goal is to improve health outcomes by reducing bias in voice AI systems used in healthcare, thereby making healthcare more equitable and accessible for everyone, everywhere.

2. Activities:

Community Engagement and Data Collection: We actively engage with a diverse community of over 4,000 data contributors from various underrepresented groups, including ethnic minorities and rural communities—this engagement involves participatory data collection sessions.

AI Development and Training: Utilizing the diverse data collected, we evaluate, develop, and refine AI algorithms to reduce unwanted biases and enhance their applicability across different demographic groups.

3. Outputs:

Inclusive AI Systems: The immediate product of our activities is developing AI systems trained on diverse, representative data sets.

Data Security Protocols: Implement robust data security measures to ensure the ethical use and privacy of contributed data.

4. Immediate Outcomes:

Increased Adoption of Equitable Foundational Voice AI Models: Healthcare providers begin integrating our AI systems, recognizing their enhanced accuracy and ethical standards.

Empowerment Through Economic Involvement: Community data contributors gain economic benefits and develop a sense of ownership and involvement in technological advancements.

5. Intermediate Outcomes:

Improved Healthcare Service Delivery: Healthcare providers use equitable AI to deliver more accurate, culturally competent medical advice and diagnoses.

Increased Trust in AI Technology: As AI systems demonstrate reliability and fairness, trust grows among providers and patients, particularly in underserved communities.

6. Ultimate Outcomes:

Enhanced Health Outcomes: The broader deployment of fairer AI systems leads to improved health outcomes across diverse populations and, most importantly, early detection, which saves lives.

Reduced Healthcare Disparities: The specific focus on underserved communities results in a significant reduction in healthcare disparities.

Our solution aligns with specific targets under the UN SDGs, such as:

• SDG 3 (Good Health and Well-being): Improve health and well-being for all, at all ages.
• SDG 10 (Reduced Inequalities): Reduce inequality within and among countries.

We aim to continue growing our diverse community of data contributors to become the world's leading, globally represented source for responsibly deploying healthcare AI. The more cultures are represented, consented to, and included throughout the process of creating fair AI, the more people will benefit. 

Our ultimate objective is inclusive AI advancement, where every culture is not only represented but also stands to gain from technological progress.

Destined AI tech includes:

• Mobile Accessible Apps
• Backend Software
• AI for QA /Python/Admin
• Frontend/Python

Full-time - 1

Part-time - 3

2 years

With a mission to create a world where AI works for everyone, everywhere, it's a key mission to create an environment where everyone is welcome from all backgrounds and walks of life. This belief of inclusion is core to our mission. 

B2B

We provide insights for responsible healthcare voice AI. We help companies to improve their healthcare voice AI and improve health outcomes for underrepresented groups. 

Data-as-a-service and AI-as-a-service - b2b sales to tech, payers, and healthcare enterprises.