In today’s fast-paced business environment, data-driven decision-making is no longer a luxury—it’s a necessity. However, businesses often face a critical challenge: how can a third party prove the value of their proprietary data and models without exposing sensitive information? This article explores a robust methodology that balances data privacy with transparency, enabling businesses to gain valuable insights while maintaining trust and confidence.