Case Study • Retail

From Footfall to Conversion: How Retail Video Analytics Boosts Sales

How Leading Retailers Are Using AI and Retail Video Analytics to Improve Store Operations, Customer Experience, and Profitability

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45%
Conversion Boost
16%
Higher AOV
3-5%
Sales Increase

Table of Contents

Overview

The Retail Analytics Revolution

The retail landscape has undergone a paradigm shift. As the digital revolution reshaped consumer behavior — accelerated by the post-pandemic era — physical retailers must match the analytics sophistication of e-commerce. AI-powered retail video analytics transforms existing CCTV cameras into intelligent sensors, providing real-time insights into footfall, customer behavior, and operational efficiency. Learn more about retail video analytics solutions.

$8.75B
Global Market Size (2024)
25.3%
Annual Growth Rate
86%
Shoppers Abandon if Wait >5 Min
15-20%
Labor Cost as % of Gross Sales
The Challenge

Retail Challenges in 2025

Retailers face mounting pressure from labor costs consuming 15-20% of gross sales, persistent supply chain disruptions, rising property costs, and increasingly impatient consumers — 86% of whom will abandon a purchase if wait times exceed five minutes.

Rising Costs

Labor costs consuming 15-20% of gross sales with persistent supply chain disruptions driving margins thinner.

Customer Impatience

86% of shoppers abandon purchases when wait times exceed five minutes at checkout or service counters.

Layout Blindspots

Inability to identify cold zones, optimize displays, or measure in-store campaign effectiveness.

Omnichannel Gap

Physical stores lack the data-driven insights that e-commerce competitors use to personalize experiences.

The Solution

How AIVIS Transforms Retail Operations

Agrex.ai turns traditional CCTV cameras into an intelligent analytics system. AIVIS captures and analyzes every customer interaction, providing actionable insights across the entire shopping journey. Discover how apparel retailers achieved breakthrough results with the same platform.

01

Footfall & Heatmaps

Advanced heatmap analytics reveal high-traffic zones, cold spots, and customer flow patterns. Retailers can redesign layouts to maximize engagement and optimize product placement.

Heatmap in retail analytics
02

Queue & Wait Time

AI-powered queue monitoring detects long wait times in real-time, triggering instant alerts for proactive management. Reduce checkout abandonment and improve customer satisfaction.

retail video analytics monitoring customer queue time
03

Dwell Time & Engagement

Pinpoint exactly where customers pause, browse, and engage. Dwell time analytics provide actionable insights for product placement, signage effectiveness, and promotional impact.

customer dwell time detected by retail video analytics
04

Sales Correlation

Integrate POS data with video analytics to correlate staffing patterns with sales outcomes. Detect unmanned counters and optimize staff allocation for peak conversion.

Unattended Customer detected through video analytics
05

Staff Compliance

Continuous monitoring verifies PPE compliance — hairnets, caps, masks, uniforms — ensuring health and safety standards are met across every shift.

Staff presence in store monitored by retail video analytics
06

Customer Journey Funnel

Track the complete customer journey from passersby to purchase: Visitors → Interested → Interacted → Tried → Reached POS. Identify exact drop-off points and optimize each stage.

Retail video analytics funnel showing customer journey
Platform

Core AIVIS Modules for Retail

ModuleFunctionality
Employee Presence at CounterReal-time monitoring of counter staffing and alerts for unmanned stations
Store/Shutter Opening/ClosingAutomated tracking of store hours compliance and schedule adherence
Dwell Time in the StoreCustomer engagement measurement across zones with time-based analytics
HeatmapsVisual traffic pattern mapping for layout optimization and product placement
Store Layout Change DetectionAutomated alerts when physical layouts change from planned configurations
Bill Generated at CounterPOS activity correlation with customer traffic and staff presence
Cap/Hairnet/Face Mask DetectionPPE compliance monitoring with real-time violation alerts
Results

Real-World Impact

3-5%
Average Sales Increase
Across all monitored retail locations
45%
Conversion Boost
Through optimized customer journey management
20%
Sales Rise in Optimized Zones
Using heatmap-driven layout changes
2-3%
Operational Cost Reduction
Through staffing optimization and compliance

Sources: Research and Markets, Fortune Business Insights, Deloitte, McKinsey, CBRE, PwC, RetailNext

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FAQ

Frequently Asked Questions

Retail video analytics uses AI to analyze footage from CCTV cameras, transforming them into intelligent sensors that provide insights on footfall, customer behavior, queue management, and store operations.
AIVIS connects to your existing CCTV cameras and uses advanced AI/ML algorithms to detect, track, and analyze customer movements, staff compliance, and operational patterns in real-time.
The platform captures foot traffic counts, dwell time measurements, heatmaps, queue lengths, staff presence, PPE compliance, and customer journey funnels — all without collecting personal identity data.
Key benefits include 3-5% average sales increases, 45% conversion boosts, 20% revenue growth in optimized zones, reduced wait times, improved staff compliance, and data-driven layout optimization.
Yes, AIVIS works with your existing camera infrastructure. No new hardware is needed — we turn your current cameras into intelligent analytics sensors.
AIVIS uses advanced AI and machine learning algorithms trained on millions of retail scenarios, delivering high accuracy for footfall counting, zone detection, and behavior analysis.
Supermarkets, fashion and apparel stores, QSR chains, electronics retailers, shopping malls, and any retail business with physical locations can benefit from video analytics.
AIVIS is designed with privacy-first principles. It analyzes behavioral patterns without collecting personal identity data. All data is encrypted and stored securely with strict access controls.
Typical deployment takes just a few weeks from initial consultation to live analytics, depending on the number of cameras and locations.
We provide 24/7 technical support, training sessions for your team, regular platform updates, and dedicated customer success management.
Retailers typically see ROI within 3-6 months through increased sales, reduced operational costs, improved customer satisfaction, and optimized staffing.
Yes, AIVIS supports centralized monitoring across unlimited locations with a unified dashboard for multi-site analytics and reporting.
Simply book a free demo through our contact page. We’ll assess your needs, demonstrate the platform, and create a customized implementation plan.
Yes, we offer a demo version so you can experience AIVIS capabilities firsthand before committing to full deployment.