![[digital project] image of gamified learning platform (for a ai education tech company)](https://cdn.prod.website-files.com/689259840ff0aab4961c8a33/68c8e757917e7e752c3f0194_Retail-Parking%20Lot%20Vehicle%20Detection.png)
Retail leaders use computer vision to cut manual checks, optimize layouts, and speed replenishment while improving customer flow and experience. Queue analytics and traffic insights reduce wait times and guide staffing during peaks. (CMSWire.com, Roboflow Blog)
Shelf monitoring and planogram checks reduce stockouts and misplacement errors. Research and real deployments show CV can detect empty shelves and compliance issues at scale. (Lumenalta, Wiley Online Library, OneSix)
Loss prevention remains a top initiative as shrink and organized theft rise, pushing investment in AI-powered detection and safer operations. (NVIDIA, NVIDIA Developer, Financial Times)
Accelerate AI deployment and solve complex challenges across the value chain.
![[interface] image of a computer showcasing educational software (for an edtech)](https://cdn.prod.website-files.com/689259840ff0aab4961c8a33/68cb96278a6738f627de4bcb_rt-p1.png)
Detect stockouts and misplacements and trigger replenishment and planogram workflows. (Lumenalta)
![[interface] image of a computer showcasing educational software (for an edtech)](https://cdn.prod.website-files.com/689259840ff0aab4961c8a33/68cb9625848606a701fe4aa3_rt-p2.png)
Map dwell and movement to improve layouts and safety while boosting conversion and experience.
![[interface] image of a computer showcasing educational software (for an edtech)](https://cdn.prod.website-files.com/689259840ff0aab4961c8a33/68cb962441a576c93a6c05e3_rt-p3.png)
Measure line length and wait time in real time to speed service and increase table or lane throughput
![[interface] image of a computer showcasing educational software (for an edtech)](https://cdn.prod.website-files.com/689259840ff0aab4961c8a33/68cb96274ae333057006a9f3_rt-p4.png)
Detect overcrowding, suspicious behavior, and entry anomalies to protect guests and staff.
![[interface] image of a computer showcasing educational software (for an edtech)](https://cdn.prod.website-files.com/689259840ff0aab4961c8a33/68cb96283de42caf96a0961e_rt-p5.png)
Spot hazards such as spills or hygiene misses and verify routine checks with auditable logs.
![[interface] image of a computer showcasing educational software (for an edtech)](https://cdn.prod.website-files.com/689259840ff0aab4961c8a33/68cb962a65bdc8092c4fdff8_rt-p6.png)
Track backroom inventory and dock activity to reduce errors and keep stock levels accurate.
Leverage Vision AI to enhance fan experiences, optimize in-store and event operations, and boost retail sales through targeted sports marketing insights.

![[interface] image of a computer showcasing educational software (for a edtech)](https://cdn.prod.website-files.com/689259840ff0aab4961c8a33/68cb96ec8d6cde5f917d77b3_rt-deploy.png)
Deploy Vision AI across your retail operations to optimize inventory, improve customer flow, and enhance safety and compliance. Quickly automate key workflows from shelf monitoring to loss prevention and warehouse logistics for maximum efficiency and profitability.

Flexible workflow customization allows tailoring AI pipelines to specific retail and media needs.


Stay ahead with cutting-edge technology.
Ingest datasets and model artifacts from SuperAnnotate and Roboflow so your active learning loop continues without rebuilding pipelines.
Run models on edge devices or in the cloud. We support common CPU and GPU targets and integrate cleanly with Roboflow Device Manager and Deploy for teams that standardize there
Roll out to many stores with device monitoring, access control, and secure data handling that aligns with modern retail security programs.
