# Best Demand Planning Software - Page 13

*By [Daniel Rivera](https://research.g2.com/insights/author/daniel-rivera)*


Demand planning software provides businesses with forecasting solutions that help them predict future customer demand, plan and manage inventory and production, and ensure the right quantity and type of stock is available when needed, relying heavily on predictive analysis and historical data.

### Core Capabilities of Demand Planning Software

To qualify for inclusion in the Demand Planning category, a product must:

- Extract key insights from inventory trackers and other metrics
- Convert raw data into actionable forecasts
- Support and facilitate automated forecast processes
- Involve predictive analysis tools
- Produce reliable predictions

### Common Use Cases for Demand Planning Software

Supply chain, operations, and inventory teams use demand planning software to proactively align supply with anticipated customer needs. Common use cases include:

- Forecasting seasonal or long-term product demand to optimize inventory levels
- Reducing stockouts and overstock situations through data-driven production planning
- Integrating machine learning to improve prediction accuracy by analyzing historical demand data

### How Demand Planning Software Differs from Other Tools

Demand planning software is often a component of broader [supply chain management](https://www.g2.com/categories/supply-chain-management) solutions, focusing specifically on the forecasting and planning layer rather than end-to-end supply chain execution. While general analytics tools can model demand scenarios, dedicated demand planning platforms provide purpose-built predictive engines, automated forecast workflows, and inventory-specific integrations that general BI tools do not offer.

### Insights from G2 on Demand Planning Software

Based on category trends on G2, forecast accuracy and automated replenishment workflows stand out as the most valued capabilities. These platforms deliver reductions in inventory carrying costs and improved service levels as primary outcomes of adoption.





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## What Are the Most Common Questions About Demand Planning Software?
*AI-generated · Last updated: May 26, 2026*
### What is the best Demand Planning platforms for Demand Planners forecasting accurately across regions in enterprise environments?
Based on G2 reviews, [SAP Integrated Business Planning](https://www.g2.com/products/sap-integrated-business-planning/reviews) stands out most often for enterprise demand planning across regions. Reviewers repeatedly describe strong real-time visibility, scenario planning, and alignment across demand, supply, inventory, and finance teams. According to verified users, it helps centralize planning data, compare scenarios quickly, and improve forecast accuracy in complex environments with multiple stakeholders. G2 reviewers mention that Excel-based workflows, collaboration features, and integration with broader enterprise systems make it easier to manage regional planning from a shared source of truth. At the same time, many users note a steep learning curve and complex implementation, so buyers should weigh usability and onboarding needs carefully.


### How Demand Planning platforms that Demand Planners implement and continue using daily in enterprise environments?
Based on G2 reviews, enterprise teams continue using demand planning platforms daily when they become part of recurring forecasting, replenishment, and exception-management workflows. According to verified users, SAP Integrated Business Planning is used as a core planning system for ongoing demand, supply, and scenario planning, while StockIQ reviewers describe daily use for forecast review, order scheduling, KPI tracking, and inventory planning. G2 reviewers also mention Streamline as a tool that reduces manual effort and supports regular forecasting and ordering work. Across these reviews, sustained adoption tends to come from centralized visibility, easier coordination across functions, and replacing spreadsheet-heavy processes with a more repeatable planning workflow.


### What should supply chain teams evaluate when choosing Demand Planning for inventory optimization?
Based on G2 reviews, supply chain teams should evaluate how well a demand planning platform improves inventory visibility, forecasting accuracy, replenishment decisions, and cross-functional alignment. According to verified users, strong products help teams reduce manual spreadsheet work, highlight stock risks early, and support scenario planning when demand changes. G2 reviewers mention that buyers should also assess implementation complexity, data quality requirements, ease of use for planners, and how well the platform integrates with ERP or adjacent systems. Reviews repeatedly show that inventory optimization outcomes improve when users can trust the data, understand order recommendations, and act on alerts for excess stock, shortages, and forecast exceptions without excessive manual intervention.


### Which Demand Planning platforms feel overwhelming with too many settings and toggles initially?
Based on G2 reviews, several demand planning platforms are described as powerful but initially overwhelming. According to verified users, SAP Integrated Business Planning often has a steep learning curve because of its many modules, models, and configuration layers. G2 reviewers mention similar first impressions with StockIQ, where menus, detailed views, and forecasting settings can take time to learn, and with Ganacos and EazyStock, where new users may need guidance before becoming comfortable. Across these reviews, the common pattern is that advanced functionality brings complexity early on. Buyers that expect broad configuration options should balance depth of capability with onboarding, training quality, and how quickly planners can become productive.


### How Demand Planning software that Supply Chain Managers rely on for collaborative S&amp;OP calls?
Based on G2 reviews, collaborative S&amp;OP use cases are strongest when teams can work from shared forecasts, inventory views, and scenario outputs in one place. According to verified users, Streamline supports cross-functional planning by aligning teams around common data and helping sales, supply chain, and operations work together during planning cycles. SAP Integrated Business Planning is also frequently mentioned for collaboration across sales, operations, finance, and supply teams, especially when comparing scenarios and reducing version conflicts. G2 reviewers mention Ganacos as an end-to-end S&amp;OP platform used across category management, demand planning, supply planning, and executive meetings. In practice, reviewers value tools that shorten planning cycles and replace disconnected spreadsheets during group decision-making.


### Which Demand Planning platforms auto-build constrained order plans respecting lead times in practice?
Based on G2 reviews, Streamline is one of the clearest examples of a platform users describe as building constrained order plans around operational realities. According to verified users, it can support reordering processes that account for lead times, supplier constraints, and planning adjustments while helping teams reduce stockouts and overstock. G2 reviewers also mention Netstock and EazyStock for reorder timing, order recommendations, and forward planning, especially where buyers need support deciding what to order and when. Across the reviews, the most practical signals come from products that combine forecast outputs with replenishment guidance, though results depend heavily on clean data, setup quality, and how well lead-time inputs reflect actual business conditions.


### What is the most trusted Demand Planning by Demand Planners and supply chain managers based on user reviews?
Based on G2 reviews, trust tends to come from platforms that consistently improve visibility, forecasting, and replenishment decisions while fitting into daily planning work. According to verified users, SAP Integrated Business Planning is widely trusted for enterprise coordination across demand, supply, and inventory planning. Netstock is trusted for intuitive dashboards, reorder visibility, and helping teams move away from spreadsheet-driven processes. Streamline also earns trust from reviewers who value fast onboarding, forecasting support, and inventory planning efficiency. G2 reviewers mention that the most trusted platforms are usually the ones that create a clear source of truth, reduce manual work, and help planners act confidently on exceptions, shortages, and changing demand conditions.

**Here are some of the top-rated products on G2:**

- [SAP Integrated Business Planning](https://www.g2.com/products/sap-integrated-business-planning/reviews) – used to centralize demand, supply, and inventory planning with scenario analysis and shared visibility
- [Netstock](https://www.g2.com/products/netstock/reviews) – used for reorder planning, inventory visibility, and reducing spreadsheet-heavy stock management
- [Streamline](https://www.g2.com/products/gmdh-streamline/reviews) – used to automate forecasting and replenishment while improving cross-team planning efficiency


### Which Demand Planning tools help teams reduce time spent on manual planning workflows?
Based on G2 reviews, teams reduce manual planning time most when the software centralizes data, automates forecasting steps, and surfaces exceptions instead of requiring spreadsheet analysis. According to verified users, Streamline is frequently praised for cutting manual workload and automating forecasting, ordering, and inventory planning tasks. Netstock reviewers also describe moving away from Excel-based calculations toward automated order creation and easier inventory review. G2 reviewers mention StockIQ for bringing reorder priorities, forecasts, and inventory analysis into one place, helping buyers focus on the most urgent work first. Across products, reviewers consistently connect time savings to better visibility, fewer manual reconciliations, and more repeatable replenishment workflows.


### What Demand Planning software that automatically flags unusual sales spikes and drops in enterprise environments?
Based on G2 reviews, unusual demand detection appears most clearly in platforms that highlight exceptions, alert users to risk, and help planners review abnormal movement before it affects replenishment. According to verified users, StockIQ flags unusual sales activity and supports alerts around inventory risk, while EazyStock reviewers describe risk-of-run-out reporting and tools for handling unusual sales so they do not distort future forecasts. G2 reviewers also mention Netstock and Blue Ridge Global for surfacing stock risk, forecast exceptions, and areas needing adjustment. In enterprise environments, reviewers value software that turns demand anomalies into visible action points, especially when teams need to respond quickly without manually scanning large SKU portfolios.


### What is the highest rated Demand Planning for identifying stockouts and resolving inefficient inventory planning?
Based on G2 reviews, products that stand out for stockout identification and inventory efficiency usually combine forecasting, stock visibility, and replenishment guidance. According to verified users, Netstock is often highlighted for helping teams see stockouts, excess stock, overdue purchase orders, and reorder needs in a highly visual way. Streamline reviewers also describe improved forecast accuracy, better inventory visibility, and fewer stockouts after replacing manual planning. G2 reviewers mention StockIQ for reducing overstock and understock through alerts, forecast management, and inventory dashboards. Buyers focused on these outcomes should prioritize products that make stock risk visible early and support practical next steps for reordering and inventory correction.




## How Many Demand Planning Software Products Does G2 Track?
**Total Products under this Category:** 204

### Category Stats (Jul 2026)
- **Average Rating**: 4.44/5 The average rating of products in this category, based on all submitted ratings
- **Top Trending Product**: DataDocks (+1.58%) - Among all products in this category, DataDocks recorded the largest rating increase compared to last month
*Last updated: July 01, 2026*


## How Does G2 Rank Demand Planning Software Products?

**Why You Can Trust G2's Software Rankings:**

- 30 Analysts and Data Experts
- 3,600+ Authentic Reviews
- 204+ Products
- Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.


## Which Demand Planning Software Is Best for Your Use Case?

- **Leader:** [SAP Integrated Business Planning](https://www.g2.com/products/sap-integrated-business-planning/reviews)
- **Highest Performer:** [Streamline](https://www.g2.com/products/gmdh-streamline/reviews)
- **Easiest to Use:** [LEAFIO AI Retail Platform](https://www.g2.com/products/leafio-ai-retail-platform/reviews)
- **Top Trending:** [SAP Integrated Business Planning](https://www.g2.com/products/sap-integrated-business-planning/reviews)
- **Best Free Software:** [Streamline](https://www.g2.com/products/gmdh-streamline/reviews)


---

**Sponsored**

### Ganacos

Ganacos is the unified planning platform that turns complexity into clarity. Designed for mid-sized to large organizations—especially those operating across multiple business units, geographies, or product lines—Ganacos helps teams plan smarter, react faster, and align seamlessly on a single source of truth. With Ganacos, finance, operations, and supply chain teams work in harmony on one platform—no more scattered spreadsheets, disconnected systems, or version conflicts. The result: fewer surprises, better decisions, and faster execution. With Ganacos, you can consolidate demand forecasts, production capacity, and financial projections in one place. Ganacos bridges the gap between S&amp;OP, FP&amp;A, and operational planning, creating full visibility from strategy to execution. Decisions at the speed of change : Test unlimited “what-if” scenarios in real time. Adjust a sales forecast, shift capacity, or change cost assumptions—and instantly see the impact on margins, stock levels, or cash flow. The power of BI and simulation, the ease of a spreadsheet : Built with the flexibility of Excel but powered by an enterprise-grade calculation engine, Ganacos handles complex, multi-dimensional models without compromising speed or accuracy. Fast to deploy, easy to adopt : Implementation can take weeks, not months. Teams quickly adapt to the familiar interface and start collaborating from day one, reducing time-to-value. Seamless integration with your ecosystem : Connect Ganacos to your ERP, CRM, databases, or flat files. Automate data refreshes and ensure everyone works with the latest numbers. The Impact for Your Business Ganacos customers have achieved: Reduced stockouts by simulating promotions, store openings, and delivery delays before they happen. Higher forecast accuracy, improving service levels and reducing excess inventory. Faster decision cycles, enabling agile responses to market changes or supply disruptions. Cross-team alignment, breaking down silos between finance, supply chain, and operations. Whether you are streamlining S&amp;OP in retail, optimizing capacity in manufacturing, or unifying budgets and forecasts across a global enterprise, Ganacos equips your teams to anticipate change, align on priorities, and execute with confidence.



[Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&amp;secure%5Bad_slot%5D=category_product_list&amp;secure%5Bcategory_id%5D=134&amp;secure%5Bchosen_at%5D=2026-07-02T01%3A56%3A35Z&amp;secure%5Bdisplayable_resource_id%5D=134&amp;secure%5Bdisplayable_resource_type%5D=Category&amp;secure%5Bmedium%5D=sponsored&amp;secure%5Bplacement_reason%5D=page_category&amp;secure%5Bplacement_resource_ids%5D%5B%5D=134&amp;secure%5Bprioritized%5D=false&amp;secure%5Bproduct_id%5D=170474&amp;secure%5Bresource_id%5D=134&amp;secure%5Bresource_type%5D=Category&amp;secure%5Bsource_type%5D=category_page&amp;secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fdemand-planning&amp;secure%5Btoken%5D=28e4a5ebb0c1a3ed40f54b5faeea09155a0e9571e1addd9824c184555eede802&amp;secure%5Burl%5D=https%3A%2F%2Fganacos.com%2Fcontact%2F%3Futm_source%3DG2%26utm_medium%3Dcpc%26utm_campaign%3Dg2_ads_2026&amp;secure%5Burl_type%5D=custom_url)

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## What Is Demand Planning Software?

[Supply Chain &amp; Logistics Software](https://www.g2.com/categories/supply-chain-logistics)

## What Software Categories Are Similar to Demand Planning Software?

- [Inventory Control Software](https://www.g2.com/categories/inventory-control-software)
- [Supply Chain Planning Software](https://www.g2.com/categories/supply-chain-planning)
- [Sales &amp; Ops Planning Software](https://www.g2.com/categories/sales-ops-planning)


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## How Do You Choose the Right Demand Planning Software?

### What You Should Know About Demand Planning Software

### What is Demand Planning Software?

Demand planning software (also known as demand forecasting software) automates the process of predicting consumer demand to optimize inventory levels. Demand forecasting entails analyzing buying behavior, seasonal patterns, and consumer trends to determine appropriate levels of stock. The ultimate goal is stock optimization—to not have too much or too little inventory.&amp;nbsp;

Achieving optimal inventory is an important business task because overstocking can lead to dead stock (or unused and unsellable products), which creates unnecessary carrying costs and sales losses. On the opposite end of the spectrum, a shortage of products can result in consumer frustration over sellouts and unavailable products. Demand planning software successfully resolves these issues using analytical tools and collecting point of sale (POS) data to anticipate the necessary size of future reserves. Forecasting metrics can thus inform supply chain management, inventory control, and sales and operations (S&amp;Op) strategy.&amp;nbsp;

### What are the Common Features of Demand Planning Software?

Demand planning software solutions carry out the tasks involved in planning future inventory levels. Thus, all features of this software will in some way automate the process.

**Product portfolio management:** Demand forecasting software must oversee the product lifecycle, from launch to end-of-life planning. Many products in a business’ portfolio are interdependent, so studying lifecycles in the context of an entire product mix is crucial. Understanding the portfolio mix, in turn, helps understand how demand for similar products affects the demand for another item.&amp;nbsp;

**Statistical forecasting:** Using historical data to create predictive models is a central feature of demand forecasting software. These algorithms are developed in a meticulous statistical process of evaluating outliers, exclusions, and assumptions. Linear regression is often used to accomplish this, and it entails taking previous demand levels, plotting them on a graph, and creating a “line of best fit” to help predict where demand will be in the future.

**Demand sensing:** Incorporating seasonal patterns and current events in the projection of consumer demand is also part of demand planning software. Current events could include disruptions to the supply chain due to weather, infectious diseases, government regulations, and historical trends. Artificial intelligence (AI) and machine learning help accomplish this through inputting inflowing, real-time data into computer algorithms.

**Trade promotion management:** Trade and marketing promotions naturally spark consumer interest and demand. Supply planning accounts for the likely increase in demand due to limited-time marketing initiatives, promotional tools, and pricing changes. Demand planning software will incorporate these into its statistical models.

**AI and machine learning:** The difference between pen-and-paper supply chain planning that internal teams conduct and demand forecasting software is the presence of AI and machine learning to develop algorithms and statistical models. A core feature of this software is the ability of a computer to continuously incorporate real-time data and develop insights for effective supply chain strategies.&amp;nbsp;

**Metrics:** The final stage of demand planning is assessing results to determine the accuracy and effectiveness of the project, often quantified as key performance indicators (KPIs). Demand planning tools help businesses track the attainment of KPIs throughout and after the forecasting process. Some key metrics include forecast accuracy, inventory turns, fill rates, costs of goods sold, and order fulfillment lead times.

### What are the Benefits of Demand Planning Software?

Demand forecasting software effectively automates the process of inventory management to react to changes in consumer demand. What once was an imperfect human process can now be accomplished through computer algorithms and AI. This entails the following benefits:

**Improved forecast accuracy:** The most crucial aspect of demand planning is the accuracy of the forecast. Finetuned reporting means more insight into anticipated company revenue. In addition, this software can use the preciseness of a current project to improve future projects. For example, if the algorithm is repeatedly underestimating or overestimating demand, it can recalibrate until it more closely matches future consumer demand.

**Effective inventory levels:** Achieving the perfect balance between overstocking and understocking is the end goal of demand planning. With proper forecasting of stock demand, a business can ensure warehouses and brick-and-mortar stores have enough stock to prevent sellouts, but not too much that products pile up and become unsellable. Effective replenishment of stock, thus, leads to greater revenue.&amp;nbsp;

**Efficient production scheduling:** When changes in customer demand are expected, businesses can better anticipate production scheduling, warehousing, and shipping. This is crucial because more streamlined warehousing leads to greater profits.

**Optimized labor scheduling:** Labor is one of the most expensive costs associated with manufacturing, and planning systems help optimize this through allocating labor appropriately based on expected fluctuations in production. For example, more workers can be scheduled if a busy season is expected. On the other hand, a projection of shrinking demand would lead to fewer scheduled workers to prevent overpaying for labor. In addition, expectations on the timing of completion of projects can be set for employees to work toward when demand planning predicts a change in consumer demand.

**Effective product launching:** For a new product to be successfully launched, its predicted demand must also be calculated. Demand forecasting solutions accelerate the idea-to-commercialization cycle by connecting high-level ideation with feasibility models and scenario-based profitability modeling.

### Who Uses Demand Planning Software?

Multiple people are involved in the supply chain forecasting process. All of these professionals will come in touch with the functionalities of demand planning software.

**Demand planners:** People who are trained in advanced statistical analysis and responsible for the punching of hard numbers are called demand planners. These professionals will work most closely with demand planning software, and they are responsible for logistics optimization. Demand planners are the ones who can speak the language of computers and know how to manipulate data to produce compelling insights in supply chain decisions.&amp;nbsp;

**Sales and marketing:** Promotional events help drive consumer demand, so people involved in sales and marketing will be looped in during the production planning process to ensure future environmental variables help inform the statistical analysis.

**Buyers or supply chain managers:** People involved in the purchasing process and management of the supply chain will need to be comfortable using demand planning software. When a restriction in market activity is expected, buyers can ensure fewer raw materials are purchased. On the contrary, when the market is expected to expand, buyers ensure enough tools and materials are available for replenishment and warehousing.

**Product managers:** Executives who are responsible for the management of product suites and high-level business strategy can speak fluently about the product mix and items of interest. They assist in the demand planning process by acting as a subject matter expert on brand strategy, lead times for components, and production times.&amp;nbsp;

#### Software Related to Demand Planning Software

Demand planning software is but one facet of the logistics and supply chain industry, it is related to other software solutions that optimize the comprehensive process of selling, procurement, replenishment, and inventory management.

[Enterprise resource planning (ERP) systems:](https://www.g2.com/categories/erp-systems) ERP systems integrate all aspects of a production-based or distribution business, and they contain financial management, HR, supply chain management, and manufacturing and distribution. ERPs are perhaps most crucial to demand planning software because they provide the data that will be used to develop the forecast.

[Supply chain planning software:](https://www.g2.com/categories/supply-chain-planning) This software helps plan and organize various aspects of the supply chain. It accomplishes this through detecting issues in the supply chain and predicting supply and demand from consumers. Thus, the predictive features that accompany this software can be used directly with demand planning software.

[Inventory control software](https://www.g2.com/categories/inventory-control) **:** Software that assists in the maintenance of proper inventory levels is vital in the functioning of demand planning. This software often uses barcodes and radio-frequency identification when working with stock keeping units (SKUs). Thus, inventory control systems that trigger restocks or prevent overaccumulation of goods will improve the process of responding to consumer demand.&amp;nbsp;

### Challenges with Demand Planning Software

Although demand planning software (and the demand planning process, in general) has the potential to significantly improve a business’ supply chain strategy, it is not without potential downsides and complications.

**Complex and theoretical:** Some businesses, especially small businesses, believe demand planning software overcomplicate supply chain management. They may not have the manpower to accomplish the daunting process, and the abstract nature of demand planning may not seem worth it.

**Cost:** The demand planning process can be very expensive, as it is the result of statisticians, warehousing, product managers, finance, and IT professionals who collaborate. Some companies simply may not have the financial resources to accomplish this.

### How to Buy Demand Planning Software

#### Requirements Gathering (RFI/RFP) for Demand Planning Software

The first step in selecting the appropriate software for a company is to accrue a list of requirements that the software must satisfy. Buyers must begin with a long list of requirements that has more broad criteria, and then narrow down to a short list that has more urgent and industry-specific criteria.

#### Compare Demand Planning Software Products

**Create a long list**

Buyers can begin creating a long list by mapping out a business’ demand stream and demand drivers, and display the input and output, as well as any technology that is already in use for the demand planning process. The availability of the following features should be considered when creating the list:

- Available languages and global support
- Ease of integration
- Multiple calendar support, such as finance and production

**Create a short list**

Finally, to create the short list, buyers may consider the statistical analyses the business currently relies on to forecast demand, and then choose which software best fits the existing processes.

- Full suite of statistical forecasting methods (i.e., ARIMAX, econometric, cluster analysis)
- Forecast generation using hierarchies, event or pricing models, and what-if scenarios
- Error measurement protocol
- Data visualization tools
- POS data capabilities

**Conduct demos**

Next, it is crucial to schedule product demonstrations with vendors of interest. Buyers should ask them to show the process of data input, statistical tests conducted, and visualization of data.

#### Selection of Demand Planning Software

**Choose a selection team**

A selection team must be formed of various professionals throughout the business to ensure the winning software meets various criteria across organizational needs. These stakeholders include project managers, product managers, IT, and functional end users of the product.

**Negotiation**

Vendors will bring their strongest salespeople to the negotiating table, so one should be prepared to advocate for their business interests and needs.&amp;nbsp;

**Final decision**

The final decision will balance nice-to-haves with must-haves. The ultimate decision on which software to purchase should be a collaborative process with full team buy-in. Purchasing demand planning software is a major financial and human capital investment; as such, the whole planning team should approve.

### What Does Demand Planning Software Cost?

Demand planning software tools are expensive, ranging anywhere from $5,000 to $30,000 per user. The number of bells and whistles and advanced features will determine the final price tag. More generally, this software costs about $5,000 to $6,000 for every $100,000 of revenue. However, a company with the resources to afford may find it to be a worthwhile investment due to&amp;nbsp; indirect cost savings and return on investment (ROI) for more effective supply chain management.

#### Return on Investment (ROI)

ROI is the time it takes for the cost incurred by an investment to be negated through increases in profitability and efficiency. Demand planning is a long, complicated, and expensive process, so it may take a while to reach ROI.

According to G2 data as of September 16, 2021, businesses achieved ROI in the following intervals with demand planning software:

- 18.6% accomplished ROI in less than six months
- 37.2% accomplished ROI between seven and 12 months
- 20.9% accomplished ROI between 13 and 24 months
- 4.7% accomplished ROI between 24 and 36 months
- 4.7% accomplished ROI between 37 and 48 months
- 9.3% accomplished ROI after 48 months
- 4.7% never accomplished ROI&amp;nbsp;

### Demand Planning Software Trends

**Point of sale (POS) data**

An important trend in the demand planning software market is the integration of real-time POS data into the forecasting process. This means that when an item is scanned at checkout, the data is automatically integrated into algorithms and data sets.

**Internet of things (IoT) devices**

IoT devices improve demand planning by providing real-time updates on the status of raw materials in the production process and the movement of inventory. It can also monitor sales as they happen, allowing the distributors to quickly replenish items that are selling faster than the model predicted.



