#United States #New York #Yuki #AI Data Control #Hyperwise Ventures

Yuki's Groundbreaking Approach to Data Cost Management

In a world where organizations are inundated with growing volumes of data and AI workloads, Yuki, a data cost optimization startup, presents a game-changing solution. Recently emerging from stealth mode, the company has secured $6 million in seed funding, led by Hyperwise Ventures and joined by notable investors like VelocitX and Fresh.fund. This funding marks a pivotal moment for Yuki as it aims to become a critical layer in AI-driven data management.

Tackling Inefficiencies in Data Operations

Yuki addresses a significant pain point that many companies face: the inefficiency of traditional, one-size-fits-all data infrastructures. As businesses expand their data needs, they often respond by simply increasing funding to the same outdated systems, leading to gross inefficiencies. This rigid approach unable to meet varying service level agreements (SLAs), budgets, or performance needs, creates a fractured operational environment.

Yakir Daniel, a co-founder of Spot.io, emphasized the necessity of Yuki’s technology. He believes that with the surge in importance of effective data management at the board level, Yuki is poised to fill a gap that no existing solutions address. Through its unique AI-driven approach, Yuki aims to optimize data management across platforms such as Snowflake, Google’s BigQuery, and Iceberg-based data lakes.

Introducing Yuki Fabric

At the heart of Yuki’s offering is the Yuki Fabric — an AI optimization model that acts as a control and automation layer across various data infrastructures. This model continually learns from workload behaviors, SLAs, and cost-performance trade-offs, enabling real-time execution optimization. Such valuable insights will not only save costs but also allow for the enforcement of SLAs across multiple teams and products.

CEO Ido Arieli Noga highlights the current lack of governance in data management as a critical issue. "Data is the only resource in an organization that no one truly manages. We know how to store it, but not how to govern it," he states. Yuki aims to change this by fostering a more structured approach, advocating for workload-aware infrastructure that becomes increasingly crucial in the AI era.

Financial Impact and Customer Success

According to Yuki, organizations that adopt their platform have seen significant savings — an average reduction of 42.6% in data costs. This can translate into millions of dollars saved for larger firms, demonstrating how effective data management can drive financial efficiency.

The deployment of Yuki’s platform is straightforward, requiring no changes to existing code or queries. It optimizes workloads in real-time, distinguishing between mission-critical tasks and lower-priority processes, thereby routing each query to the most efficient computing resources. This capability is especially vital as volumes of data continue to swell in connection with heightened AI operations.

Yuki’s business model ties its success to that of its clients. They charge a percentage of the actual savings generated, ensuring their incentives align with the financial well-being of their customers. If Yuki fails to deliver savings, customers incur no costs, creating a risk-free partnership.

Market Overview and Future Growth

With the cloud management tools market valued at approximately $9.8 billion, Yuki is entering a competitive space populated by over 200 vendors. However, demand for intelligent automation solutions continues to rise, spurred by the growing complexity of data workloads and the pressing need to consolidate data platforms.

Yuki has already attracted clients like Tenable and Angel Studios — organizations with heavy data infrastructure who appreciate the benefits of streamlined operations and reduced costs. Founded in 2025 by Noga and Amir Peres, the startup benefits from a shared history in joint ventures, allowing them to combine their expertise in tackling prevalent industry challenges.

Currently, Yuki operates with a team of 15, split between Israel, the United States, and the UK. The new funding will facilitate the expansion of its research and development center in Israel, allowing for an enhanced product offering and market growth in the U.S.

Conclusion

As organizations elevate their expectations for data efficiency amid the flourishing AI landscape, Yuki has positioned itself as a vital partner for navigating this new ecosystem. By implementing a smart, workload-aware data management approach, Yuki will not only help businesses manage their resources better but also redefine how organizations perceive and govern the critical resource of data itself.