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Top 5 AI-Driven Revenue Forecasting Software in 2024 (+1 Free)

01. Streamline 👈 our favorite AI-driven platform in 2024

Price: The free edition is free forever

Revenue Forecasting Software Solution

Overview: Streamline is the industry-leading AI-Driven Revenue Forecasting Software Platform for midsize and enterprise businesses.

Headquartered in New York, Streamline has hundreds of implementation partners worldwide and thousands of enterprise customers who rely on its AI-powered platform to forecast, plan and order their inventory. The platform helps manufacturers, retailers, wholesalers, and distributors to grow efficiently, thereby increasing their profits.

Pros:

  • A wide range of advanced features and customizations.
  • Fast implementation and support.
  • Connects to multiple data sources.
  • Helps achieve 99% inventory availability.
  • Modern AI-powered forecasting.
  • Reduces out-of-stock by up to 98%.
  • Cuts excess inventory by up to 50%.
  • Reduces planning time by up to 90%.
  • Provides the best long-term ROI.

Cons: Some features may require training.

Platform: Web browser.

Deployment options: Cloud or On-premise.

Market Segment: Best for Mid-Market and Enterprise businesses.

“If you are using Excel spreadsheets for Demand & Supply planning, move quickly to this software that will certainly make your planning much more efficient, capitalize benefits very fast, and make your life much easier.”


Revenue forecasting is an operation process which helps you budget business by understanding future income. A realistic, detailed and well-researched forecast is crucial for an organization to stay in business, grow, and expand.

Benefits of the Streamline’s revenue forecasting solution:

GMDH Revenue Forecasting Software System and Tools

1. Fast and intuitive user interface

Streamline software is efficient and effective. Therefore you can concentrate on long terms goals and business development.

2. Seamless integration of company data sources

Bidirectional connectivity allows you to pull in data from your sales system into Streamline, as well as automatically export the forecasted order information back to your ERP system.

3. The smooth and fast implementation process

A successful implementation requires the coordination of many variable factors. The Streamline team is well aware of the gamut of sales and ERP systems available on the market nowadays. Thus, they will make sure you and your team are ready to go on promptly.

4. The ideal fit of the business process in your company

Revenue Forecasting Software needs to be aligned with your business goals and all of your company’s other processes.

There are many factors to consider when choosing the Revenue Forecasting Software system for your company. These might include the total cost of ownership of the selected solution, reliability, high-quality support, and finally, your ability to evaluate all features before making the decision.

5. Syncing ordering dates across SKUs

What do you do if your Min/Max replenishment strategy built-in into the ERP system throws a purchasing signal for one SKU, but other SKUs of the same supplier do not need replenishment yet? Min/Max ordering signals come per item while businesses issue purchase orders per supplier. So you either ignore the alert and have a shortage later or purchase a full container excessively. As opposed to ERP methods, Streamline raises purchasing signals per supplier. Streamline software predicts all purchasing signals during the next order cycle via a discrete-event simulation and purchases beforehand to have a smooth purchasing process with constant order cycle, or purchasing full containers (order cycle is variable), or EOQ.

6. Replacing formulas with Discrete-event simulation

Inventory replenishment is based on calculating future inventory levels during the next lead time and sometimes beyond that. That means your formula needs to account for numerous upcoming consumption and replenishment events. Sometimes it’s doable, but once you start dealing with event schedules like a shipment schedule or multiple orders in transit Excel gives up almost immediately.

While our competitors usually simplify calculations without colliding events realistically, Streamline creates a timeline with a one-day resolution and puts all schedules onto the timeline. Then Streamline executes the event sequence giving us the most accurate information about the company’s inventory levels with one-day precision. Sometimes it’s just a more precise method compared to replenishment formulas, but in many cases, it’s the only way to accommodate for the real-world supply chain complexity.

7. Using AI (Artificial intelligence) to forecast demand

Estimating seasonality, price elasticity, or top-down forecasting is not enough nowadays. Market changes very dynamically, and it’s hard to predict if your history of sales is yet relevant enough to the current situation and can be used to extrapolate into the future. That’s an area where we use our proprietary AI, so we only apply time series forecasting techniques, predictors, and level changes if AI says it’s appropriate to apply – just like if you are keeping an eye on every SKU every day.

8. Group EOQ (Economic order quantity)

Are you using EOQ in your work? If not, it is worth giving EOQ a closer look as this inventory planning concept significantly reduces your holding and ordering costs. Unfortunately, classic EOQ is calculated per SKU and not a group of SKUs. In a real-world supply chain, purchase orders contain several SKUs, if not hundreds. While Streamline supports classic EOQ calculation, it also offers group EOQ that goes far beyond the traditional approach making EOQ applicable to purchase orders with groups of SKUs.

That becomes possible thanks to the ability of Streamline to sync the order date for a group of items. Then Streamline moves the synchronization barrier back and forth to find the best order cycle for the group of SKUs and automatically minimizes the combination of holding and ordering costs.


Price: Request pricing.

Demo: Get a demo.


Revenue forecasting in Streamline

Let us take a closer look at Streamline features specific to revenue forecasting:

Get a demo with Streamline experts to see how you can improve the revenue forecasting process in your company.

Still relying on manual work in Excel for planning?

Automate demand and supply planning with Streamline today!

  • Achieve optimal 95-99% inventory availability, ensuring you can meet customer demand consistently.
  • Attain up to 99% forecast accuracy, getting more reliable planning and decision-making.
  • Experience up to a 98% reduction in stockouts, minimizing missed sales opportunities and customer dissatisfaction.
  • Cut excess inventory by up to 50%, freeing up valuable capital and storage space.
  • Increase margins by 1-5 percentage points, boosting overall profitability.
  • Enjoy up to 56 times ROI within one year, with a 100% ROI achievable in the first three months.
  • Reduce the time spent on forecasting, planning, and ordering by up to 90%, allowing your team to focus on strategic activities.

Watch the demand forecasting capabilities video

Learn and see in action the key features and benefits of GMDH Streamline software.

Revenue Forecasting Software Features

Accurate Statistical Forecast

Inaccurate forecasts might be even more dangerous than their at all.

Many forecasting products use “model fit” to determine which forecasting algorithm to use. This approach promotes models that may look great on current data instead of making accurate predictions on future data – this issue is called “overfitting.” That is why Streamline software uses unique algorithms to create models that thoroughly analyze the data, generate statistical models on the current periods, and provide more accurate forecasting predictions.

Forecast Approval System

Do you need to collaborate with your colleagues to develop your forecasts?

Our forecast approval system provides you an opportunity to manage your forecasts with others, allowing each SKU to have a status of Approved, Unapproved, or Needs Attention. Approved SKUs are locked from further changes.

Revenue Planning

Do you need to know your sales forecast for your next period(s)?

Streamline can import sales prices and sales history, allowing revenue forecasts to align with demand forecasts.

Flexible Manual Adjustments

How do you make your forecast responsive to additional factors?

For many businesses, the final forecast is a consensus between statistical projections and management/planner assumptions.

Streamline provides an environment where you can manage, reevaluated, and modified forecasts based on additional information available internally by your management team or provided by your vendors and suppliers.

New Products Forecasting

Do you have new units that replace discontinued products or any very new commodity with limited market history?

Not a big deal! Streamline can link such profiles to the sales history of similar, existing products (substitutions) or set seasonal coefficients. This approach allows you to get a reliable forecast for those fresh items as well.

Revenue Forecasting Software Definitions


What is demand forecasting?

Demand forecasting is a process of understanding and predicting customer demand for a particular product or category. This process is based on the analysis of historical data of sales and market trends, with the following forecast based on the statistical forecast models such as seasonal, linear, or constant trend. The Supply chain management process depends on the future customer’s demand and the accuracy of trends prediction. That’s why demand planners take into account forecast accuracy and forecast error levels when doing demand forecasting. This is easy to get the most efficient levels using Streamline for demand forecasting. Streamline provides accurate demand forecast by using a build-in expert system that automatically analyzes each item for levels, seasonality, trends, and intermittency.

What is demand planning?

Demand planning is a business process of outlining and management of customer demand for products and services. Planning of a customer demand consists of a statistical forecast using the most appropriate model. As a result of the demand planning process, a company gets a sales plan that initiates a service-planning process, production, inventory planning, and revenue planning.

What is revenue planning?

Revenue planning is about the management of the resources in the company. In order to accomplish the expected revenue, the following things should be taken into account: analysis of existing resources, planning expected expenses and/or investments in your business. Streamline warns you about excess or lack of inventory by highlighting these items in the inventory report. It also calculates the turnover of each item and gives the trend in the future based on the forecast.

What is inventory planning & optimization?

Inventory planning means the process of managing on-hand items as well as making timely orders to determine the optimal quantity and to prevent overstocks and stockouts. The process of inventory optimization aims to balance between stock-keeping units (SKUs) and working capital to get the maximal income. Streamline has powerful capabilities for optimizing inventory levels, calculating safety stocks, and generating optimal purchasing plans. It also allows filtering items by supplier and road the order of different products to fit a container capacity the best.

What is material requirements planning?

Material requirements planning (MRP) is a process that includes a production planning, scheduling, and inventory control system used to manage manufacturing processes. In order to calculate what material is required and when an order can go into production, an MRP process takes into account information on the Bill of Materials (BOM), production plan, and material plan. Streamline allows you to generate a plan of material requirements based on the demand forecasts of finished products and a bill of materials (BoM).

What is the timeline for the implementation of Revenue Forecasting Software?

Overall, the process takes 9-12 weeks.

Implementation Roadmap

  1. Project Kick-off – Weeks 1-2
    • Identify stakeholders
    • Define roles and responsibilities
    • Create a timeline
    • Perform detailed requirement analysis
    • Define success criteria
    • Arrange a communication plan

  2. Deployment – Weeks 3-4
    • Server Installation
    • Server setup, configuration, and validation

  3. Data upload and verification – Weeks 5-8
  4. Connection, configuration, verification, stress testing, and use case validation for:

    • Transactions: sales history, provision history, etc.
    • Item information: Item list (SKUs, categories/families/groups, Locations, Channels)
    • Inventory: on hand, in transit
    • To Ship / To receive (open Sales Orders, Purchase Orders)
    • Bill of materials (BOMs)
    • Create Streamline project .gsl file
    • Users/Permissions setup
    • Supplier information: lead time, minimum order quantity, etc.
    • Other required functionality (e.g., promotions, inter-site transfers, replacement/substitution rules)

  5. Training – Weeks 9-11
    • General training for all stakeholders
    • In-depth live session: Demand Forecasting
    • In-depth live session: Inventory Planning
    • One-on-one Administrator training
    • Follow-on Q&A workshops
    • Overview of online course and User Guide

  6. Project review – Weeks 11-12
    • Forecast Review
    • Inventory Review
    • Purchase orders review
    • Transfer orders, Manufacture orders (if required) reviews
    • Reports and Dashboard Review

  7. Testing and Approval – Weeks 11-12
    • Post production test (PVT)
    • Project Deployment sign off
    • Complete roll out!

See what Streamline can do for you




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Entrance to the GMDH office building at 55 Broadway, NY, USA

Top 5 Best Revenue Forecasting Software Platforms and How to Choose One in 2024

01. Streamline — The best solution overall

Streamline is the world’s leading AI-powered collaborative business planning platform for manufacturing, distribution, wholesale, and retail. It is built on proprietary technology and covers every aspect of demand and supply planning, offering complete transparency across the entire supply chain. With a team of leading experts in data analysis, software development, business forecasting, and supply chain management, Streamline makes the modeling and forecasting algorithms accessible to non-mathematicians, enabling accurate and flexible forecasting for businesses. One of the key advantages of Streamline is a seamless integration with ERP/MRP systems and databases, making it easy for businesses to incorporate them into their existing workflows.

Streamline

Pros of using Streamline

  1. “Streamline is a game-changer when it comes to data analysis and predictive modeling.”
  2. “This inte­lligent software uses advance­d mathematical algorithms to accurately dete­rmine the ideal stock le­vels for our business operations.”

Cons of using Streamline

  1. “Not user-friendly the appearance of the application, there is still work to be done to improve it. However, the company is moving in the right direction and there are already tangible changes for the better.”
  2. “It is a very sophisticated program, and it has taken us a while to get a grasp of it. Maybe some easy 1-2-3 guidance to help setup would be great.”

Leendert Paul D.

“Efficient Supply Chain Management”

“Its user-friendly interface reduces manual workload, leading to more accurate and time-efficient planning. This tool has significantly enhanced our supply chain operations.”

02. SAP Integrated Business Planning for Supply Chain

SAP Integrated Business Planning software offers planning and consolidation solutions that provide clients with financial forecasting, budgeting, scenario planning, consolidation and collaboration tools. It is absolutely possible to use this ERP for supply chain processes. Advantages and disadvantages of this solution were gathered on Capterra and G2 review platforms and listed below.

SAP integrated business planning

Pros of using SAP

  1. “As this is still a small group, I became familiar with their staff and made the support even more personable. Very easy to use, as you are basically setting up your hierarchies in Excel.”
  2. “Overall extremely pleased with the application. It was seamless in terms of installation and deployment.”

Cons of using SAP

  1. “Limited documentation on scripts. Training on scripts is very specialized and intensive.”
  2. “The user interface seems outdated. The functionality is confusing for beginners and we have to spend a lot of time training new employees.”

Matthew C.

“Legacy tool”

“The planning capability provides additional value to our supply chain”

03. Oracle Fusion Cloud Supply Chain Planning

Oracle Demantra is a demand management and supply chain management tool provided by Oracle. It helps in enabling automated forecast processes that simultaneously maps demand forecasting against factors such as supply restrictions, customer commitments and inventory counts.

Oracle Demantra

Pros of using Oracle Fusion Cloud Supply Chain Planning

  1. “The ability to pivot the series rather fluidly. It’s almost like a field list selection box for an Excel pivot table.”
  2. “It is an easier to use tool more in the form of a spreadsheet and in which data can be easily downloaded and uploaded. Also it has a inbuilt capabilities to integrate with other Oracle modules like advanced supply chain planning and order management.”

Cons of using Oracle Fusion Cloud Supply Chain Planning

  1. “Chaining and Member Management. For NPI and other related scenarios, it’s difficult for users to go through such a complex process.”
  2. “Issue with general levels like we were not able to consider historical data loaded in a general level to generate Forecast from a different forecasting profile. Example: Quantity_Form in Engine profile should be flexible enough to consider the data/column from General Level data table just like it takes from Sales_Data table.”

Himanshu. Y

“Oracle Fusion Cloud Supply Chain Planning review by Himanshu Yadav”

” 1. User friendly layout to review the data.
2. Using embedded feature, multiple dimensions data can be reviewed at one go.
3. Forecasting Techniques and flexibility to add Causal Factors.
4. Graphical representation option in Worksheet
…”

04. IBM Planning Analytics

IBM offers a comprehensive range of products and services to address supply chain management needs. Their solutions include supply chain partner data exchange, procurement and inventory planning, supply chain visibility and orchestration, and omnichannel order fulfillment optimization. IBM’s expertise lies in evolving supply chain planning and processes to reduce operational silos, respond to market disruptions, mitigate risk, and maintain business continuity.

IBM

Pros of using IBM Planning Analytics

  1. “A balanced database for large scale data deployments”
  2. “A flexible and easy-to-use Database”

Cons of using IBM Planning Analytics

  1. “Poor customer service”
  2. “Good and secure DB but costly”

Verified User in Computer Software

“This is a database and it is very fast compared to other databases.”

It is well designed and easily operated. The technical support is not up to the mark.

05. Anaplan

Anaplan is an American planning software company headquartered in San Francisco, California. Anaplan sells subscriptions for cloud-based business-planning software and provides data for decision-making purposes.

Anaplan

Pros using Anaplan

  1. “This software is great for companies looking for what-if scenario planning, forecasting and budgeting, workforce planning and tracking competitor data. It really has the all in one functionality for companies looking for a clean overview of their business.”
  2. “UI is like a spreadsheet for sure.”

Cons using Anaplan

  1. Initial setup requires a lot of learning and time. Their training session is several days and still requires additional follow up work and communication with their implementation team.
  2. “Graphs and data visualization is also far lacking compared with Tableau or even Excel.”

Nikhil L.

“Anaplan – Connecting Planning and Beyond”

I like the most about Anaplan is the customization capability and ease of development and usage. You can build anything and everything using your imagination and modeling skill sets. Anaplan has transformed the way connected planning solutions are thought through and developed. Sometimes it feels an overkill that certain functionalities are unavailable in Anaplan, and everything has to be developed through a custom code. Things like Delta functionality, more robust auditing capabilities, drill-through capabilities, and model locking are some of the things which come to mind.

About the Author:

Alex Koshulko, Ph.D. in Mathematical Modeling, Certified Supply Chain Professional (CSCP), co-founder at GMDH, supply chain planning expert with more than 10 years of experience in demand forecasting, inventory planning, and optimization. Forbes Councils Member.