aiR intelligenceSeries
Anomaly Detection
Cancellation spike, sales drop, cash anomaly — statistical detection and instant notification according to each branch's own normal.
How Does It Work?
4 steps to detecting anomalies from your POS data
Baseline Learning
From the historical data of each branch, the normal behavior profile is generated. Metrics such as cancellation rate, sales average, cash percentage are learned.
Z-Score Detection
Real-time data is compared with baseline. Values that show significant deviation from the standard deviation are marked as anomalies.
air AI Description
The detected anomaly is analyzed by air AI and a Turkish explanation is produced for the administrator to understand.
Mobile Notification
Explanations and suggestions are instantly forwarded to the relevant branch manager via the mobile application. The incident is recorded.
Types of Anomaly Detected
aiR R intelligence constantly monitors these types of anomalies
Cancel Spike
A sudden increase in the cancellation rate is detected. It could indicate possible theft, manipulation or lack of training.
Sales Drop
Sudden decreases are detected according to the expected sales volume. It could be an operational problem, a lack of personnel or a technical fault signal.
Cash Anomaly
Unusual changes in the cash payment rate are detected. The risk of fraud signal or case deficit is assessed.
Extreme Discount
A significant increase in discount rates compared to normal is detected. Indicates loss of control or unauthorized application of discounts.
Real Scenario
The story of an anomaly detection from start to finish
Cancellation rate: 0.5%
The average cancellation rate of the Kadıköy branch for the last 30 days was calculated as 0.5%.
Cancellation rate: 2.2% (z-score: 3.4)
At noon today, the cancellation rate skyrocketed to 2.2%. Z-score 3.4 — this is 3.4 standard deviations away from normal.
air AI produces explanations
"The cancellation rate in your Kadıköy branch increased by 340% in the last 3 hours. 9 of the 12 cancellations were made by the same cashier. The cashier’s educational background should be checked.”
Mobile notification sent
An instant mobile notification was sent to the branch manager Mehmet Bey. Event saved in ai_events table.
Problem solved
The manager went to check. It was found that the new cashier had mishandled the product cancellation process. Training was provided, the cancellation rate returned to normal.
Our approach
Statistical detection instead of fixed threshold control
aiR R smart Detection with Intelligence
- Z-score: Detection according to each branch's own normal
- Branch-specific baseline profile
- Low false alarm rate
- turkish explanation with Air AI
- Instant notification via mobile application
Frequently asked questions
AiR intelligence creates a ‘normal’ profile (baseline) from each branch’s historical data. It then compares real-time data against this profile using the z-score statistical method. Not a fixed threshold, but a deviation from the specific normal of each branch is detected.
Cancellation spike (possible theft/manipulation), sudden sales drop (operational problem), cash rate anomaly (fraud signal), excessive discount (loss of control) and unexpected payment method changes are detected.
When an anomaly is detected, a Turkish explanation is produced by air AI and an instant notification is sent to the branch manager via the mobile application. The event is saved to the ai_events table and the system continues learning with feedback loop.
The Z-score based statistical method generates far fewer false alarms than simple threshold control. Since each branch's own standard deviation is calculated, the shopping mall branch and the street branch are evaluated with different criteria.
No additional installation required. robotPOS Data is automatically pulled and analyzed from your POS system. After a minimum of 2 weeks of data accumulation, baseline is created and anomaly detection becomes active.
5 Layers of Intelligence, One Platform
Each feeds from the same data pipeline, working together, reinforcing each other.
Why robotPOS?
The Easiest, Fastest, Most Hassle-Free Restaurant Automation and Management System
Easy and Practical Use
Solutions that adapt to your workflow and way of working, are practical to use, easy to learn and will be used for years without any problems.
22 Years of Experience
Since 2003, we have been producing end-to-end management solutions from boutique businesses to restaurant and cafe chains with 100s of branches.
Specialized Solutions
We work exclusively in Restaurant and Cafe Automation and are becoming more specialized every day.
New Generation Technology
We are always with you with our New Generation restaurant and cafe automation solutions.
The choice of Turkey's leading brands robotPOS
What Do Our Customers Say?
What our users think about their robotPOS experiences
"On this road that we left Ankara in 1995, we have been providing quality and affordable service to our guests without stopping for more than 23 years. We have managed to become the largest restaurant chain with domestic capital in Turkey (HD İskender, HD Döner, Pidem and Makarnam) with nearly 300’ restaurants in Turkey and Azerbaijan, our competent masters and our quality service!"
Hd Holding
"“As Kahve Dünyası, we have been using the robotPOS system in all our stores, both in Turkey and abroad, for 3 years, as they are a solution company that follows the latest technological developments and quickly offers it to its customers."
Coffee World
"The Story of the Köfteci Ramiz Brand is the story of two orphaned brothers who immigrated from Macedonia to Turkey at the beginning of the 19th century. The brothers, who lost their mother at a young age and whose father was captured in the Gallipoli War, end up in Akhisar, the district of the Aegean. In the way they learned in Macedonia, they serve grilled meatballs with a special pita made of fresh yeast dough. They opened their first shop in Akhisar in 1928, in a tiny shop with 4 tables. After the death of Ramiz Usta in 1970, his four sons continue to keep their father's name alive. In 2000, they opened their second branch in Akhisar on the Izmir-Istanbul Highway. This second branch becomes the springboard and the first Istanbul branch is opened in Levent Çarşı in 2006. Köfteci Ramiz Brand continues to grow with 150 branches in 31 provinces."
Meatball Maker Ramiz
"It all started with a discovery. Our chickens, whose recipes are hidden in us, we marinate for 12-14 hours with unique sauces and various spices"
Chicken World
""
Esto Lahmacun
State your need yourself, get a quote quickly
Finding the most suitable solution for your business is now very easy. Determine your needs in just a few steps and get your specially prepared offer immediately.
- Determine your device need
- Define your production points
- Choose online platform integrations
- Get your special offer quickly
In numbers robotPOS
Leading the digital transformation of businesses
- 0+
- Service in the Country
- %0
- Native Software
- 0+
- Active in Branch
- 0+
- Chain Brand
- 0+
- Personality Team
Why robotPOS?
The Easiest, Fastest, Most Hassle-Free Restaurant Automation and Management System
Easy and Practical Use
Solutions that adapt to your workflow and way of working, are practical to use, easy to learn and will be used for years without any problems.
22 Years of Experience
Since 2003, we have been producing end-to-end management solutions from boutique businesses to restaurant and cafe chains with 100s of branches.
Specialized Solutions
We work exclusively in Restaurant and Cafe Automation and are becoming more specialized every day.
New Generation Technology
We are always with you with our New Generation restaurant and cafe automation solutions.
The choice of Turkey's leading brands robotPOS
What Do Our Customers Say?
What our users think about their robotPOS experiences
"On this road that we left Ankara in 1995, we have been providing quality and affordable service to our guests without stopping for more than 23 years. We have managed to become the largest restaurant chain with domestic capital in Turkey (HD İskender, HD Döner, Pidem and Makarnam) with nearly 300’ restaurants in Turkey and Azerbaijan, our competent masters and our quality service!"
Hd Holding
"“As Kahve Dünyası, we have been using the robotPOS system in all our stores, both in Turkey and abroad, for 3 years, as they are a solution company that follows the latest technological developments and quickly offers it to its customers."
Coffee World
"The Story of the Köfteci Ramiz Brand is the story of two orphaned brothers who immigrated from Macedonia to Turkey at the beginning of the 19th century. The brothers, who lost their mother at a young age and whose father was captured in the Gallipoli War, end up in Akhisar, the district of the Aegean. In the way they learned in Macedonia, they serve grilled meatballs with a special pita made of fresh yeast dough. They opened their first shop in Akhisar in 1928, in a tiny shop with 4 tables. After the death of Ramiz Usta in 1970, his four sons continue to keep their father's name alive. In 2000, they opened their second branch in Akhisar on the Izmir-Istanbul Highway. This second branch becomes the springboard and the first Istanbul branch is opened in Levent Çarşı in 2006. Köfteci Ramiz Brand continues to grow with 150 branches in 31 provinces."
Meatball Maker Ramiz
"It all started with a discovery. Our chickens, whose recipes are hidden in us, we marinate for 12-14 hours with unique sauces and various spices"
Chicken World
""
Esto Lahmacun
State your need yourself, get a quote quickly
Finding the most suitable solution for your business is now very easy. Determine your needs in just a few steps and get your specially prepared offer immediately.
- Determine your device need
- Define your production points
- Choose online platform integrations
- Get your special offer quickly
In numbers robotPOS
Leading the digital transformation of businesses
- 0+
- Service in the Country
- %0
- Native Software
- 0+
- Active in Branch
- 0+
- Chain Brand
- 0+
- Personality Team