Retail Vision AI Solutions

Retail analytics Vision AI for media and store operations

P2ACH AI analyzes camera data to measure audiences, visits, movement, and shelf conditions. Use the results to review retail media performance and store operations.

Supermarket
Beauty store
Hotel / Resort
Convenience store

Solutions Use Vision AI to measure audiences and review retail media performance

P2ACH AI measures audience estimates, visits, dwell time, and movement. Compare the results to plan media, store operations, and shelf changes. DOOH Performance Measurement · Retail Media Analytics · Store Footfall Analytics · OOS & Planogram AI Select a solution to see how it works.

Audience analysis
Re-ID across cameras
Audience-based content
OOS & Planogram AI
Spatial Heatmap Analysis
AI Agent

01 Audience analysis

Vision AI estimates age groups and gender from camera input for audience reporting. It does not identify visitors by name.

02 Re-ID across cameras

Re-ID matches observations across camera views to reduce duplicate visitor counts. Coverage depends on the cameras and store environment.

03 Audience-based content

Use audience signals from the screen area to select content under agreed rules. Review the results to decide which content to use next.

04 OOS & Planogram AI

Analyze selected shelf images to identify missing products and placement differences against a reference planogram. Your team reviews the results and decides on replenishment or display changes.

05 Spatial Heatmap Analysis

Map visits and congestion by zone. Compare the heatmaps to review layout changes, staffing, and screen placement.

06 AI Agent

The AI Agent is a separate solution that requires agreed data connections. It analyzes authorized data, summarizes results, exports CSV files, and recommends actions. Your team reviews the recommendations and carries them out.

Key Features Meet the key features of P2ACH AI

Analysis

Customer analysis
- Gender
- Age
- Attention analysis
Media performance
- By media
- By ad creative
- A/B test
Store operations
- Heatmap Analysis
- Unique visitor counts
- Shelf gap and placement checks

Store operations
- Audience-based content selection
- Audience-based menus
- Interactive content
Vision AI & AI Agent
- Visits
- Dwell Time
- Audience Analysis
- Attention signals
- Location comparison
Ad revenue
- Retail Media DSP & SSP
- Ad Trading via Real-time Bidding

Analysis

Review visits, audience estimates, and media metrics in the web dashboard.

Compare visitor patterns and media performance

Compare visits, dwell, and screen attention to review layouts and campaigns. Camera analysis does not identify visitors by name. We define processing, image retention, and access for each deployment.

Customer analysis
GenderAgeAttention analysis
Media performance
By mediaBy ad creativeA/B test
Store operations
HeatmapRe-IDShelf gap and placement checks

Targeting Select content using audience signals

Use audience signals from the screen area to select content under agreed rules. Review the results to decide which content to use next.

A dashboard for store and media analysis

Visits
Visit counts, movement direction, and trends over time
Dwell Time
Time spent in defined zones
Audience Analysis
Estimated age groups and gender
Attention signals
Estimated screen attention and viewing duration
Location comparison
Performance comparison by location

Vision AI analytics and connected data

Review Vision AI measurements by period, store, and zone in one dashboard.

A dashboard for store and media analysis Vision AI analytics and connected data

Review Vision AI measurements by period, store, and zone in one dashboard.

Visits
Visit counts, movement direction, and trends over time
Dwell Time
Time spent in defined zones
Audience Analysis
Estimated age groups and gender
Attention signals
Estimated screen attention and viewing duration
Location comparison
Performance comparison by location

Dashboard Specification

Dashboard Specification Without AI Agent
Data Collection
Real-Time Analysis
Insight Delivery AI Agent analysis · separate solution Manual Interpretation (Human Judgment)
Question-Driven Analysis
Recommended actions

Reasoning Question-driven analysis
Ask how visits, dwell, or campaign metrics changed over a selected period. The agent compares authorized connected data; sales analysis requires POS and sales data connections.
Recommendations Action plans for your team
The agent recommends priorities based on the observed data. Your team reviews the evidence and carries out campaign or store-operation changes.
Historical comparison Connected historical data
Compare available historical periods with the same filters and metrics to review patterns in the connected dataset.

Key Features & Business Value

Ask questions about your data
Summaries and CSV export
Connected solution data
Operational priorities

Learn more about the P2ACH AI Agent

Ask questions about your data
Ask questions in natural language to analyze and summarize the authorized data connected to the separate AI Agent solution.

Ask questions in natural language to analyze and summarize the authorized data connected to the separate AI Agent solution.
Summaries and CSV export
Prepare a summary and CSV from authorized connected data, keeping the period, filters, and metrics visible.

Use the same evidence in analysis and reporting.
Connected solution data
With the relevant data connected, analyze media, visits, paths, and shelf observations together. Revenue analysis also requires POS and sales data.

The AI Agent is a separate solution with agreed data connections.
Operational priorities
Review changes in visits and dwell, then receive recommended priorities based on available connected data.

Your team decides which recommendations to apply.

Key Features & Business Value

Ask questions about your data

Ask questions in natural language to analyze and summarize the authorized data connected to the separate AI Agent solution.

Ask questions in natural language to analyze and summarize the authorized data connected to the separate AI Agent solution.

Summaries and CSV export

Prepare a summary and CSV from authorized connected data, keeping the period, filters, and metrics visible.

Use the same evidence in analysis and reporting.

Connected solution data

With the relevant data connected, analyze media, visits, paths, and shelf observations together. Revenue analysis also requires POS and sales data.

The AI Agent is a separate solution with agreed data connections.

Operational priorities

Review changes in visits and dwell, then receive recommended priorities based on available connected data.

Your team decides which recommendations to apply.

Learn more about the P2ACH AI Agent

Ad revenue

Use audience metrics to plan retail media trading

85%
Boosted exposure with real-time audience data
5×
Better targeting precision
120%
Improvement in campaign efficiency
42%
Lift in customer engagement

Customer stories How customers use P2ACH AI

Hardware Features Edge hardware for real-time analytics

Process camera data in real time through an edge PC.

Environmental Optimization Design
- Fanless heat sink method
- Stability to dust and temperature
Camera
- Adjustable angle
- Custom Cam
- Reflect camera parameters
National Accreditation
- KC, JC certification
  - Other country-specific certification in progress

Tell us about your site and what you want to measure.

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