Explainable AI (XAI) is an emerging field of AI that allows AI models and their results to be easily understood by humans, which drastically benefits iGaming businesses and businesses in general, when explaining, showcasing, and demonstrating the purpose of AI models and results to shareholders, regulators, end-users, and auditors.
In the context of iGaming businesses, XAI plays a vital role in addressing concerns related to fairness, accountability, and regulatory compliance. With the required techniques, these businesses can provide detailed insights into how AI models make decisions, detect biases, and ensure a fair and transparent gaming environment. This level of transparency helps build trust among users, as they can understand and verify the rationale behind AI-driven recommendations, game outcomes, and personalized experiences.
XAI improves decision-making while explaining complex AI models like deep learning neural networks. Additionally, this type of AI can ensure fair and ethical decisions regarding the results of other AI models, a topic that has been of hot debate in recent months.
Explainable AI highly benefits sportsbook solution providers and operators, as it allows for greater management of AI models, their results, and overall, enabling companies to make well-informed decisions and creating an understanding of the impact of AI technologies on industries and end-users. In other words, XAI empowers organizations to showcase the reliability, ethical compliance, and overall benefits of their AI systems.
Below are some methods of XAI that you could already be implementing into common practice alongside your AI models.
- Decision trees
- Feature importance
- Rule-based systems
- Shapley Values
- Model-agnostic techniques (LIME/SHAP)
XAI can be most effective when incorporated into industries handling sensitive data like iGaming, finance, healthcare, and criminal justice, to name a few.
If you’re an iGaming operator looking to enhance your current offering, and ensure that you’re modulating the impact of AI technologies in the gaming sphere while implementing technology at the cutting edge of iGaming and sports betting, then contact Altenar today!
Begin your sportsbook journey with your best foot forward!