Neighborhood Intelligence Adopted AI Supply Platform

The retail chain has integrated a new AI system to manage forecasting and inventory allocation across its store network.

Updated on Oct. 13, 2026 in Shopping — General

Isometric editorial illustration of stacked shipping containers in a tidy, clean-lined warehouse setting, representing an integrated logistics and inventory platform. — Neighborhood Intelligence has integrated a new AI-driven supply platform to optimize inventory allocation and forecasting across its entire retail store network. AI Illustration. Upload story photo >

Live Poll

Do you believe retailers using AI in supply chains results in a better shopping experience?

Neighborhood Intelligence has implemented a new artificial intelligence platform to manage supply chain operations, including forecasting and replenishment. The system aims to provide a unified data layer to support the company's growth in scale and complexity.

Why it matters

The transition to a single intelligent platform is designed to improve visibility, protect in-stock rates, and enhance sell-through across the company's retail brand portfolio. By consolidating data, the retailer seeks to act more efficiently as its operations expand.

Neighborhood Intelligence currently manages a network of more than 335 stores. The system integrates merchandise financial planning, open-to-buy capabilities, and advanced diagnostics.

The players

Neighborhood Intelligence

A retail organization that operates more than 335 store locations across North America.

Relex Solutions

A provider of supply chain and retail planning software that specializes in artificial intelligence for forecasting.

Dollar General

A large-scale discount retailer that also announced plans to incorporate the Relex AI platform into its operations.

Lowe's

A major home improvement retailer that has previously connected its in-house systems with Relex capabilities.

The details

The company is deploying Relex Solutions to harmonize its forecasting and inventory allocation efforts. This approach allows teams to utilize a shared data layer to plan and execute tasks across the entire business.

August 2026: Dollar General announced its own plans to use the Relex AI platform.
October 8, 2026: Neighborhood Intelligence issued a press release confirming its adoption of the system.

Culture Shift

The adoption of centralized AI reflects a broader industry movement toward automated inventory control to streamline retail operations. This shift follows the trend of large retailers like Lowe's integrating predictive systems to better handle complex supply chain needs.

Shoppers may experience more consistent product availability on store shelves as inventory management becomes more precise. These backend operational changes are designed to minimize stockouts and improve the overall efficiency of the retail experience.

The takeaway

Retailers are increasingly turning to unified AI platforms to manage large-scale logistics with greater accuracy. This trend highlights the critical role of data consolidation in maintaining consistent inventory levels for consumers.