Phantom Inventory by invent.ai
Make informed decisions about inventory levels, pricing and promotions with accurate data.

1-3%
increase in sales
Phantom inventory—inventory that appears on-hand but isn’t actually in-store—is a major cause of out-of-shelf availability issues. It delays automated reordering, leading to stockouts, lost sales and frustrated customers. Common causes include human errors, inaccurate inventory records, replenishment errors, shrink, improper handling of damaged goods, inaccurate inventory audits, misplaced items and checkout mistakes. The bottom line–you miss opportunities for more revenue. Addressing these issues ensures accurate stock visibility, better inventory management and improved customer satisfaction.
Invent.ai detects phantom inventory by calculating the probability that an item is inaccurately recorded as on-hand. Our AI identifies potential phantom inventory by analyzing consecutive days with no sales and assessing inventory movements expected for the same period. Fast-selling items with no recorded transactions have a high phantom probability, while slow-moving or volatile items have a lower likelihood of being miscounted. This proactive approach helps retailers correct inventory discrepancies, prevent stockouts and ensure accurate replenishment within their supply chain.
Phantom inventory disrupts operations, causing out-of-stocks, lost sales and imbalanced inventory. Our AI-powered solution detects inventory discrepancies, improving customer satisfaction, reducing lost sales and increasing profit dollars.

AI-powered detection
Continuously analyzes sales patterns to identify phantom inventory, ensuring discrepancies are caught early to prevent stockouts and lost sales.

Real-time monitoring

Integration with existing systems

Actionable insights
Why invent.ai’s phantom inventory solution?
- Boosted sales
- Data-driven decisions
- Automatic detection of potential phantom inventory
- Improved inventory management
- Real-time store inventory updates using the Phantom Inventory app
Invent.ai detects phantom inventory by continuously monitoring sales activity at the Store/DFU and Store/SKU levels. It identifies the last recorded sales date and then calculates the probability of selling zero units over consecutive days. This probability fluctuates based on the product’s forecast and volatility, ensuring an accurate assessment of potential phantom inventory.
When phantom inventory is detected, the system automatically adjusts net inventory levels, subtracting the phantom quantity to trigger new orders and prevent stockouts. This proactive approach ensures that missing inventory doesn’t disrupt replenishment cycles.
Invent.ai also employs Phantom Memory, which saves detected phantom stock within the DFU’s underlying SKUs where positive inventory was recorded. This feature allows the system to continue ordering even after the initial phantom push, ensuring inventory flows remain consistent for accurate inventory records. The system continuously tracks sales lifts and on-hand inventory, dynamically adjusting future orders based on real-time data to maintain stock accuracy and availability.
You can rely on accurate data to make informed decisions about inventory levels, pricing and promotions.

The science behind it
So, how does invent.ai reduce phantom inventory occurrences? By automatically detecting lost sales and potential phantom inventory, prioritizing store-items by potential lost revenue, alerting store management to investigate inventory issues and minimizing situations where customers can’t find merchandise–reducing frustration and lost sales.
The system sends alerts when an item has inventory but does not sell well. We calculate the probability of inventory being misleading, and the algorithm runs and sends a daily alert to the stores to take action based on defined priorities. Store staff can quickly correct the inventory using the app.


The phantom inventory dashboard helps to quickly review flagged items, see the automatically updated replenishment and allocation and analyze performance.

Streamline your phantom inventory the invent.ai way
- Review/update inventory flagged as phantom
- Replenishment/Allocations automatically updated
- Analyze performance/review reports in UI
This allows users time to:
- Review/measure success of inventory accuracy
- Review future visibility (inventory, sales)
- Review current strategies and competitor info
- Improve the system with our Hub Model
Optimize inventory accuracy and capture every sale
Phantom inventory disrupts retail operations, leading to lost sales, inaccurate replenishment and frustrated customers. With invent.ai’s AI-driven detection and real-time monitoring, retailers can identify, correct and prevent phantom inventory occurrences, ensuring that inventory data remains reliable and actionable. By eliminating phantom inventory, businesses can reduce stockouts, improve customer satisfaction and boost overall profitability.
With invent.ai, you gain a proactive, automated approach to inventory management, turning phantom inventory challenges into opportunities for increased sales and better customer experiences.
Increase sales by 1-3%
Ensure inventory accuracy to prevent lost sales opportunities.
Improve customer satisfaction
Keep shelves stocked and customers happy with real-time inventory corrections.
Right SKUs in the right place
Proactively detect phantom inventory and reposition stock where it’s needed most.
More frequent, targeted inventory audits
Achieve a 10% sales increase without adding more inventory by improving audit efficiency.
“For us, one of the most appealing parts of working with invent.ai is their gradual approach to inventory management. In addition, invent.ai’s continuous support approach makes a huge difference in our business.”
Batur Can, General Manager, Fiba Retail Group
“Invent.ai's tailor-fit solution leveraging full capabilities of AI and advanced analytics allowed us to optimize our markdowns and achieve maximum profitability throughout the season.”
Head of Merchandising, Leading Apparel Retailer
“With invent.ai, we have accelerated our demand forecasting and inventory optimization capabilities tremendously. Their tailor-fit, AI-powered planning solutions and expertise in the retail industry enabled us to improve availability and reduce lost sales.”
Batur Can, General Manager, Fiba Retail Group
“Invent.ai provides tailor-fit solutions to retailers’ problems. Its fashion-retail industry-specific expertise and dedicated data analytics team are some of the other reasons behind our decision to partner with invent.ai.”
Sinan Sefai, Chief Sourcing and Supply Chain Officer, Mavi
“Invent.ai has tremendous retail-specific experience and know-how acquired over the years through their partnership with many prominent brands in fashion retail. Their software excellence combined with their teams' unparalleled experience leaves almost no room for their clients to worry about their inventory planning.”
Batur Can, General Manager, Fiba Retail Group
“With invent.ai, we have accelerated our demand forecasting, allocation, and replenishment capabilities significantly. Invent.ai not only has the right inventory optimization solutions, but their approach and their deep understanding of omni-channel retailing enabled us to adapt and thrive in the omni-channel retail space.”
Burak Övünç, Former CEO, FLO
“For us, one of the most appealing parts of working with invent.ai is their gradual approach to inventory management. In addition, invent.ai’s continuous support approach makes a huge difference in our business.”
Batur Can, General Manager, Fiba Retail Group
“Invent.ai's tailor-fit solution leveraging full capabilities of AI and advanced analytics allowed us to optimize our markdowns and achieve maximum profitability throughout the season.”
Head of Merchandising, Leading Apparel Retailer
Speak with an invent.ai Phantom Inventory expert
