Is your Cash Management optimized enough?
Poor Cash Management can result in cash unavailability, which in turn leads to reputational damage, lost transactions and expensive emergency replenishments. Too much cash results in high costs for cash preparation, transfer and storage of idle cash (interest costs). Optimal cash management is essential in providing best customer service with the minimum operational expenses.
Cash+ is an Optimization Software Product Suite to provide cash logistics planners with the decision-making support for optimal planning of daily cash operations. It accurately predicts cash in and cash out demands at each cash point (offsite ATM, branch teller, in-lobby ATM, etc) and optimizes daily replenishment plans at each cash point by utilizing advanced machine learning and mathematical optimization algorithms.
Cash+ analyzes cash point profiles by their variable data such as past demands, current trends, seasonality, holidays and up-to-date events and successfully provides optimum replenishment schedules and order recommendations for each cash point which ensures minimum cost.
High accuracy in cash withdrawal and deposit demand prediction
Our AutoML approach allows for continuous improvement of error metrics of forecasts through continuous retraining, model selection, parameter selection, feature engineering and hyper parameter optimization.
Cash+ supports replenishment plans for all ATM types including BNA-only, Twin-Tower Recycle, Single-Tower Recycle, CDM, etc.
Advanced Optimization Models
Cash+ supports total combined optimization for a branch, including its tellers, e-teller machines (in-lobby) and wall ATMs. Using this model, a plan allowing cash transfers between the cashpoints of the branch is possible.
Cash+ supports optimization for a CMC or route of ATMs by limiting the total number of CITs or the total amount of replenishments on a given day
Scalability to support any number of Cash Points
There is no limit in number of cash points, the system can scale both up and out
Daily plans are obtained within minutes without any compromise in accuracy using high-performance solvers
Simulation and performance evaluation tools
Users are able to run simulations with different parameter sets. For example, a user can select to prevent replenishments on weekends to see the impact on the replenishment schedule and amounts.
Cash+™ Product Suite Modules
Simulation Module is designed to validate, optimize, and foresee replenishment cycles using different parameter sets. It allows cash management professionals to compare different results by changing operational parameters.
- What-If Scenarios with different parameter combinations (ATM Configuration Recycle vs BNA-only, Banknote Deck Sizes, Interest Rate, CIT costs and Transfer parameters, Critical Margins, Insurance Limits, Safety Stocks, etc)
- Compare and analyze the important metrics of different replenishment plans
- Data driven analysis for important business decisions that can affect the whole cash cycle operation
It is often the case that a standard optimization solution is not enough to account for the highly complex rules and the realities of the operation. Though each cashpoint can be optimized with respect to its own constraints, sometimes the need for a total optimization of a group of cashpoints can emerge. These can be in the form of (but not limited to):
- Optimization of a group of ATMs on a single CIT route so that not every day the CIT truck has to go through almost the whole route
- Limiting the total number of CITs on a given day for a CMC as the CIT operation might not allow for a very high number of CITs on a given day
- Limiting the total amount of replenishments on a given day for a CMC as the CMC’s operation might not allow for preparing huge amounts of cash due to operational constraints
- Optimization of a Branch’s Tellers, E-Tellers (in-lobby) and Wall ATMs so that the total amount of cash served by the branch is optimized and adequate for the branch’s customers
|Day 1 (Salary Day)||Day 2 (A lot of deposits previous day)||Day 3 (Friday)|
|Wall ATM 1||+250,000||+100,000||+300,000|
|Wall ATM 2||+150,000||+100,000||+300,000|
Sample Branch Replenishment Plans