A collaboration between HARB Data and Hanshow integrates HARB Data’s AI and big data capabilities with Hanshow’s AIoT hardware—ESLs, in-store displays, and smart carts—creating a closed-loop that goes from sensing to intelligent decision-making.

The partnership aims to expand data collection, campaign execution, and performance attribution across environments, while maintaining an open ecosystem with partners.

The alliance seeks to accelerate store digitalization and push toward high-quality, AI-driven development in retail environments.

No financial terms were disclosed in the press release.

The release notes that no financial terms are disclosed; the information underscores AI-driven capabilities in physical retail.

The press release mentions distribution by PR Newswire and notes an unrelated Singapore event—the NLCS International Model United Nations Conference.

Contact information: [email protected].

Contact information provided: [email protected].

Both companies will work to operationalize first-party data—customer traffic, interactions, and transactions—into real-time insights and attribution models.

The strategic rationale centers on AI-driven value creation in physical retail and rapid store digitalization via AIoT smart terminals.

HARB Data, founded in 2015, specializes in retail-focused precision marketing, full-funnel BI, predictive analytics, data modeling, and advertising attribution.

HARB Data emphasizes retail AI and big data capabilities, including precision marketing, full-funnel BI, predictive analytics, advertising attribution, and data modeling.