# Amazon Forecast Reviews **Vendor:** Amazon Web Services (AWS) **Category:** [Machine Learning Software](https://www.g2.com/categories/machine-learning) **Average Rating:** 4.3/5.0 **Total Reviews:** 101 ## About Amazon Forecast Amazon Forecast is a fully managed service that uses machine learning to deliver highly accurate forecasts. ## Amazon Forecast Pros & Cons **What users like:** - Users find Amazon Forecast to be **easy to use** , delivering accurate predictions without needing machine learning expertise. (14 reviews) - Users value the **high accuracy** of Amazon Forecast, benefiting from reliable predictions powered by advanced ML technology. (13 reviews) - Users praise the **high accuracy** of Amazon Forecast, benefiting from reliable results and effective demand predictions. (11 reviews) - Users value the **high accuracy** of Amazon Forecast, leveraging advanced ML technology for reliable and accessible predictions. (10 reviews) - Users praise the **high accuracy** of Amazon Forecast, benefiting from its advanced machine learning technology for reliable results. (7 reviews) - Problem Solving (6 reviews) - Users value the **easy integration** of Amazon Forecast, enhancing their machine learning workflows efficiently. (5 reviews) - Automation (4 reviews) - Efficiency (4 reviews) - Powerful (4 reviews) **What users dislike:** - Users note that Amazon Forecast can be quite **expensive** when handling large datasets or frequent predictions. (11 reviews) - Users find the **complexity of setup and use** in Amazon Forecast can be frustrating, especially for newcomers. (9 reviews) - Users find the **steep learning curve** for Amazon Forecast challenging, particularly those unfamiliar with AWS and technical configuration. (6 reviews) - Users find the **cost issues** with Amazon Forecast problematic, especially for large-scale data and frequent model updates. (5 reviews) - Users note that handling **large datasets can lead to escalating costs** , necessitating careful budget monitoring and setup. (5 reviews) - Limited Customization (4 reviews) - Complex Setup (3 reviews) - Difficult Learning (3 reviews) - Setup Difficulty (3 reviews) - Data Cleaning (2 reviews) ## Amazon Forecast Reviews ### 1. Accurate ML Forecasting Without the Expertise—Seamless AWS Integration **Rating:** 4.5/5.0 stars **Reviewed by:** Mahmoud H. | DevOps Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** January 25, 2026 **What do you like best about Amazon Forecast?** What I like most about Amazon Forecast is that it can generate accurate time-series predictions using machine learning without requiring deep ML expertise. It’s also straightforward to integrate with other AWS services, and it supports better demand planning and more informed decision-making. **What do you dislike about Amazon Forecast?** One thing I dislike about Amazon Forecast is that it can get expensive when you’re working with large datasets or running predictions frequently. On top of that, the setup process can feel a bit complex, especially for new users who aren’t already familiar with AWS services. **What problems is Amazon Forecast solving and how is that benefiting you?** Amazon Forecast addresses the challenge of inaccurate demand and time-series predictions by applying machine learning models to produce more reliable forecasts. It enables businesses to plan inventory, staffing, and other resources more effectively and with greater confidence. For me, this translates into improved planning accuracy, less waste, and stronger support for day-to-day business decisions. ### 2. Amazon Forecast: Game-Changing Sales Predictor for Training Pros **Rating:** 4.5/5.0 stars **Reviewed by:** Dhanesh V. | Team Lead, Mid-Market (51-1000 emp.) **Reviewed Date:** January 15, 2026 **What do you like best about Amazon Forecast?** I like best Amazon Forecast's automated ML for precise demand forecasting without data science skills. At The Knowledge Academy, it predicts PMP/CISSP enrollment and HubSpot lead trends effortlessly, slashing manual analysis time by 40% and boosting planning accuracy for webinars and staffing. Seamless S3 integration seals the deal. **What do you dislike about Amazon Forecast?** The main drawbacks of Amazon Forecast are its steep learning curve for non-technical users and the higher costs that come with large-scale datasets. At The Knowledge Academy, the initial setup required AWS expertise, and the pricing scaled up quickly beyond smaller forecasting needs such as our PMP course predictions. As a result, even though the accuracy is strong, it can be less suitable for budget-conscious sales teams. **What problems is Amazon Forecast solving and how is that benefiting you?** Amazon Forecast helps me solve inaccurate, manual sales forecasting and demand uncertainty at The Knowledge Academy. By using our historical data, it automates more precise predictions for PMP/CISSP course enrollments and HubSpot lead volumes. As a result, it has cut planning errors by 40%, helped us optimize webinar staffing, reduced waste from overstaffing, and supported revenue growth through timely promotions. It also saves me around 15 hours each week that I used to spend managing spreadsheets. ### 3. Reliable forecasting tool for operational planning **Rating:** 5.0/5.0 stars **Reviewed by:** Cristian C. | Administrador, Small-Business (50 or fewer emp.) **Reviewed Date:** January 14, 2026 **What do you like best about Amazon Forecast?** What I like most about Amazon Forecast is how easy it is to generate accurate demand predictions using our internal historical data. The platform automates most of the heavy lifting, which helps me create forecasts for inventory and operational planning without needing to build models from scratch. The integration with AWS services is smooth, and once the datasets are uploaded, the workflow is very efficient. **What do you dislike about Amazon Forecast?** Some configuration steps can feel technical, especially when preparing datasets or tuning import settings. Also, training models can take a bit of time depending on the dataset size. Apart from that, the tool is stable and delivers consistent results once everything is set up. **What problems is Amazon Forecast solving and how is that benefiting you?** Amazon Forecast helps us reduce guesswork in planning by providing more reliable demand predictions. It improves how we prepare inventory, schedule resources, and anticipate busy periods. This saves time, reduces errors, and helps us make decisions based on data rather than manual estimates. ### 4. Transforming Demand Planning with Automated ML Forecasting **Rating:** 4.0/5.0 stars **Reviewed by:** Aparna S. | Salesforce Business Analyst, Mid-Market (51-1000 emp.) **Reviewed Date:** January 13, 2026 **What do you like best about Amazon Forecast?** What I like best is how automated and production-ready it is. You don’t need deep ML expertise to get high-quality time-series forecasts because the service handles feature engineering, model selection, and tuning internally. Also, since it’s integrated with the AWS ecosystem, feeding data in and pushing outputs out is very smooth. **What do you dislike about Amazon Forecast?** A few things: Learning curve — understanding data schemas (target, related, item metadata) takes time Pricing complexity — costs vary with dataset size, training frequency, and inference usage Limited transparency into internal model logic (it’s a managed “black box”) Pre-processing effort — data must be clean and structured properly, or results suffer Training time — initial training jobs can take hours for large datasets **What problems is Amazon Forecast solving and how is that benefiting you?** Amazon Forecast solves a few big operational problems for me: 1. Unpredictable demand and overstock/stockouts Before using it, demand would fluctuate and lead to either excess inventory or shortages. Forecast helps by giving more accurate SKU-level demand predictions, so I can plan purchasing and replenishment better. Benefit: lower inventory holding costs and fewer missed sales. 2. Manual forecasting bottlenecks We used to rely on spreadsheets and basic statistical models, which were slow and struggled with seasonality and promotions. Forecast automates model selection and tuning. Benefit: saves time for the team and improves accuracy without needing ML experts. 3. Scaling across thousands of items Traditional models break down when you have a lot of time series to forecast. Forecast handles large datasets smoothly. Benefit: scalable forecasting across locations, product lines, and time horizons. 4. Incorporating external factors Forecast can ingest related data like holidays, pricing changes, weather, or promotions, which traditional models ignore. Benefit: more realistic forecasts during peak periods or seasonal events. ### 5. Amazon Forecast: High-Quality Time-Series Forecasting Without the Data Science Barrier **Rating:** 4.5/5.0 stars **Reviewed by:** Ananya V. | Data Analyst, Mid-Market (51-1000 emp.) **Reviewed Date:** January 14, 2026 **What do you like best about Amazon Forecast?** What I like best about Amazon Forecast is how it makes high-quality time-series forecasting accessible without forcing you to be a data science expert—while still giving depth if you are one. **What do you dislike about Amazon Forecast?** I dislike that Amazon Forecast trades transparency, control, and iteration speed for automation: it’s hard to understand why forecasts look the way they do, customization is limited for advanced users, experimentation can be slow and costly, and debugging poor results is difficult—making it frustrating when you need explainability, tight cost control, or domain-specific modeling behavior. **What problems is Amazon Forecast solving and how is that benefiting you?** Amazon Forecast solves the problem of producing accurate, scalable demand forecasts from messy real-world time-series data without requiring teams to build and maintain complex machine-learning models, which benefits me by saving significant development time, reducing operational overhead, and providing reliable probabilistic forecasts that directly support better planning, risk management, and faster decision-making. ### 6. Reliable Predictive Insights That Require Careful Cost Management **Rating:** 4.0/5.0 stars **Reviewed by:** Nataporn C. | IT Support, Information Technology and Services, Mid-Market (51-1000 emp.) **Reviewed Date:** January 27, 2026 **What do you like best about Amazon Forecast?** What I like best is the high accuracy powered by the same ML technology used at Amazon.com. It handles complex relationships between variables like price, promotions, and shop traffic to deliver much more reliable results than traditional statistical models. **What do you dislike about Amazon Forecast?** The cost can escalate quickly when dealing with massive datasets or frequent model retraining. While it's cost-effective for small-to-medium projects, large-scale enterprise use requires very careful monitoring of the Training Hour and Inference costs to avoid budget surprises. **What problems is Amazon Forecast solving and how is that benefiting you?** Amazon Forecast solves the problem of inaccurate demand planning and inventory imbalances. Before this, we relied on manual spreadsheets or simple statistical models that couldn't account for complex variables like seasonality, holidays, or weather. This often led to costly overstocking or missed sales opportunities due to stockouts. It also removes the technical barrier of building custom machine learning models from scratch, which would normally require a dedicated team of data scientists. ### 7. Powerful Forecasting with AWS Integration, but Setup Can Be Tricky **Rating:** 3.5/5.0 stars **Reviewed by:** Ameen S. | Sales Cordinator, Enterprise (> 1000 emp.) **Reviewed Date:** January 13, 2026 **What do you like best about Amazon Forecast?** What I like most about Amazon Forecast is its ability to create accurate demand forecasts using machine learning without needing deep data science expertise. It handles large datasets well and automatically selects the best algorithms, which saves a lot of my time. The integration with other AWS services also makes it easy for me to use within the AWS ecosystem. **What do you dislike about Amazon Forecast?** The initial setup and configuration can feel a bit complex, especially for first-time users. It took some time to understand the data preparation steps and choose the right metrics. Also, when working with large datasets, keeping an eye on costs is important. **What problems is Amazon Forecast solving and how is that benefiting you?** Amazon Forecast helps solve demand planning and forecasting challenges by providing accurate predictions based on historical data. This improves decision-making, reduces overstock and stockouts, and supports better business planning. It adds value by automating forecasting processes that would otherwise require manual effort or advanced analytics skills. ### 8. Accurate, Scalable Forecasting with Reliable Probabilistic Insights **Rating:** 5.0/5.0 stars **Reviewed by:** Pratik K. | Executive - Cargo Operations , Airlines/Aviation, Enterprise (> 1000 emp.) **Reviewed Date:** January 16, 2026 **What do you like best about Amazon Forecast?** The best thing about Amazon forecast is that it provides accurate and reliable data with fever array of information fed to it. It scales accuracy and delivers probabilistic forecast without ML expertise. With the use of its strong algorithm in Machine Learning it extracts data from deep sources and presents the best facts and figures. **What do you dislike about Amazon Forecast?** Things like transparancy, pricing and fewer customization makes it bit disliking. Forecast is made but it's transparancy on why such prediction is made, is still opaque. Pricing gets escalated for even small data requirement and customization regarding specific functions and logics are lacking. **What problems is Amazon Forecast solving and how is that benefiting you?** During peak and urgent requirement of data Amazon forecast makes the work easier. When data remains variable, huge with time constraint, it extracts the best forcast by its strong Machine Learning method. It makes my work easier by speedy data and planning strategy, making me comfortable and confident. ### 9. Accurate Forecasts and Easy Setup Powered by Self-Learning **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Mid-Market (51-1000 emp.) **Reviewed Date:** January 20, 2026 **What do you like best about Amazon Forecast?** Amazon Forecast is very accurate in predicting future trends because it uses self-learning models to understand complex data patterns. It is also easy to set up, as the system does most of the work automatically without needing deep technical knowledge. **What do you dislike about Amazon Forecast?** One drawback of Amazon Forecast is that it is not easy for beginners, especially if they are not familiar with basic AWS concepts. It can also be expensive and, while it shows predictions, it does not clearly explain the reasons behind the results. **What problems is Amazon Forecast solving and how is that benefiting you?** Complex mathematical data to predict the forecast which is extremely accurate and cutting down the processing time. ### 10. Simple, Easy Setup with Helpful Support and Daily Forecast Updates **Rating:** 4.0/5.0 stars **Reviewed by:** Aishee B. | Social Media Analyst, Small-Business (50 or fewer emp.) **Reviewed Date:** January 19, 2026 **What do you like best about Amazon Forecast?** 1. The interface is very simple and easy to use, any layman can use it. One doesn't need deep technical knowledge for knowing it. 2. The set-up is easy and doesn't take to long complete the process. 3. Customer support is well equipped, help is available if needed. 4. Forecasts updated daily, which helps in daily forecasting. **What do you dislike about Amazon Forecast?** 1. Cost increases when the data usage increases. 2. It is hard to understand how predictions are fully generated. **What problems is Amazon Forecast solving and how is that benefiting you?** 1. Improves accuracy of demand forecasting 2. Scales forecasting across multiple channels 3. Auto-mates time series selection 4. Handles large and complex datasets. ### 11. Accurate Forecasts at Scale, but Setup and Repeated Runs Can Be Costly **Rating:** 3.5/5.0 stars **Reviewed by:** Anson D. | Software Test Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** January 18, 2026 **What do you like best about Amazon Forecast?** The main aspect I like most about Amazon Forecast is that it is capable of producing accurate predictions with little expertise in the area of machine learning. Also, it performs efficiently even with large data sets. **What do you dislike about Amazon Forecast?** The configuration process may seem complicated at first, especially in data preparation and organization. Cost might be considered a concern if predictions are repeatedly performed on large datasets . **What problems is Amazon Forecast solving and how is that benefiting you?** Amazon Forecast leverages historical data to forecast future demand. This enables organizations to make relevant decisions when planning and prevents them from making assumptions when forecasting. ### 12. Highly Precise Results Without Needing Machine Learning Expertise **Rating:** 4.5/5.0 stars **Reviewed by:** Adachukwu O. | Virtual Administrative Assistant, Small-Business (50 or fewer emp.) **Reviewed Date:** March 20, 2026 **What do you like best about Amazon Forecast?** It gives highly precise results without requiring much of machine learning knowledge **What do you dislike about Amazon Forecast?** It is expensive. Also the unexpected billing **What problems is Amazon Forecast solving and how is that benefiting you?** It is very easy to use, especially the no-code deployment option ### 13. Probabilistic Forecasts with Confidence Intervals That Inspire Trust **Rating:** 5.0/5.0 stars **Reviewed by:** Dev B. | SAS programmer, Mid-Market (51-1000 emp.) **Reviewed Date:** January 16, 2026 **What do you like best about Amazon Forecast?** It employs probabilistic models that deliver not only a single forecast, but also a range of possible outcomes, complete with confidence intervals. **What do you dislike about Amazon Forecast?** The main things I dislike about Amazon Forecast are the steep learning curve for non-AWS users, the high costs when you need to scale, and how heavily it depends on having clean, well-structured data. **What problems is Amazon Forecast solving and how is that benefiting you?** Amazon Forecast is designed to address one of the most persistent business challenges: accurately predicting future demand and resource needs. By applying machine learning to time-series data, it helps solve issues that traditional forecasting methods often struggle to handle. ### 14. All Sales Integrated in One System—So Far, So Good **Rating:** 3.5/5.0 stars **Reviewed by:** julie e. | Customer Service Represntative, Mid-Market (51-1000 emp.) **Reviewed Date:** May 05, 2026 **What do you like best about Amazon Forecast?** That I can intergrade all my sales into one system. **What do you dislike about Amazon Forecast?** I have not found anything that I do not like yet. **What problems is Amazon Forecast solving and how is that benefiting you?** It has put all of my sale information into one system which is very nice ### 15. User-Friendly and Accurate Forecasting with Powerful Automation **Rating:** 4.5/5.0 stars **Reviewed by:** Jaden W. | Carpenter, Small-Business (50 or fewer emp.) **Reviewed Date:** January 13, 2026 **What do you like best about Amazon Forecast?** Amazon Forecast is widely appreciated by both users and reviewers for its user-friendly interface, impressive accuracy, and strong automation capabilities. **What do you dislike about Amazon Forecast?** Many users and reviewers frequently highlight several significant drawbacks of Amazon Forecast. The main concerns tend to revolve around its cost, the complexity of its setup and use, the limited options for customization, and the strong dependence on having access to high-quality historical data. **What problems is Amazon Forecast solving and how is that benefiting you?** This tool assists businesses in tackling important challenges associated with planning and resource optimization by delivering accurate forecasts for a range of operational requirements. ### 16. Accurate and Helpful App That Makes Management Easy **Rating:** 5.0/5.0 stars **Reviewed by:** Sabrina R. | Program Lead, Mid-Market (51-1000 emp.) **Reviewed Date:** January 15, 2026 **What do you like best about Amazon Forecast?** I love how helpful it so to manage and the accuracy of the app is really well done. **What do you dislike about Amazon Forecast?** It would be great if you could change the reader’s voice and make it adjustable, so we can choose the voice we like. **What problems is Amazon Forecast solving and how is that benefiting you?** I stay up to date with the local forecast, and when I’m planning to travel, I can definitely use it to my advantage to see what the weather will be like at my destination. ### 17. Accurate, Automated Time-Series Forecasting at Massive Scale—No ML Expertise Needed **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Higher Education | Mid-Market (51-1000 emp.) **Reviewed Date:** January 23, 2026 **What do you like best about Amazon Forecast?** Amazon Forecast is something I really like because it provides very good time-series forecasts without requiring machine learning expertise. No ML experience is required, and it offers high accuracy and automation. It also efficiently handles large-scale forecasting for millions of items. **What do you dislike about Amazon Forecast?** Users find the service expensive and difficult to set up or understand, especially for smaller businesses. They also mention a lack of customization, which limits deployments. In addition, the internal central tools don’t adjust well for promotions or out-of-stock periods, making them unreliable for inventory. **What problems is Amazon Forecast solving and how is that benefiting you?** Inventory planning and demand forecasting, supply chain optimization to reduce waste and improve stock levels, and predicting resource needs and financial metrics. ### 18. Accurate Automated Forecasting Made Simple for Everyone **Rating:** 4.0/5.0 stars **Reviewed by:** Stephanie D. | QA/QC, Small-Business (50 or fewer emp.) **Reviewed Date:** January 13, 2026 **What do you like best about Amazon Forecast?** This tool provides highly accurate, automated time-series predictions for things like sales, demand, or web traffic, all without requiring any machine learning expertise. It leverages advanced technology to make forecasting accessible to users regardless of their technical background. **What do you dislike about Amazon Forecast?** ease of use and somewhat complicated to use **What problems is Amazon Forecast solving and how is that benefiting you?** helps with sales, demand, and looking at web traffic to help us out ### 19. Clearer View of Future Finances **Rating:** 5.0/5.0 stars **Reviewed by:** tabatha f. | Notary Public, Computer Software, Small-Business (50 or fewer emp.) **Reviewed Date:** January 14, 2026 **What do you like best about Amazon Forecast?** It helps you get a clearer idea of what your future finances might look like. **What do you dislike about Amazon Forecast?** It’s still new to me, and the navigation takes some getting used to. There’s definitely a bit of a learning curve. **What problems is Amazon Forecast solving and how is that benefiting you?** Attatimation and strategy. ### 20. Low Barrier to Entry—Fast Value Without a Full Expert Team **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Mid-Market (51-1000 emp.) **Reviewed Date:** January 29, 2026 **What do you like best about Amazon Forecast?** Low barrier to entry as you don’t need a full team with expert people to get value fast. **What do you dislike about Amazon Forecast?** Data preparation need to be done in advance. **What problems is Amazon Forecast solving and how is that benefiting you?** It reduces manual model building saving a lot of engineering and science time. ### 21. Best for machine learning to generate accurate forecast **Rating:** 4.5/5.0 stars **Reviewed by:** Deepak S. | Team Lead, Small-Business (50 or fewer emp.) **Reviewed Date:** January 04, 2024 **What do you like best about Amazon Forecast?** Amazon Forecast is Easy Integration for machine learning. **What do you dislike about Amazon Forecast?** I do not found any issue in Amazon Forecast. **What problems is Amazon Forecast solving and how is that benefiting you?** The service supports a range of forecasting types, such as point forecasting, quantile forecasting, and probabilistic forecasting. This enables users to choose the approach that best fits their business needs. ### 22. precise yet reliable **Rating:** 4.0/5.0 stars **Reviewed by:** Ashwinkumar D. | Regional Business Manager, Mid-Market (51-1000 emp.) **Reviewed Date:** December 02, 2023 **What do you like best about Amazon Forecast?** it is highly reliable and scaleble , this is more than mos of our needs that allows it to be more userfriendly. we also cherish its use of the AWS infrastructure and the preciseness that it provides in return based on the data inputs **What do you dislike about Amazon Forecast?** it has occupied more scape in my system over time and this can impact the overall effectiveness of the other softwares etc **What problems is Amazon Forecast solving and how is that benefiting you?** ability to handle complex datasets that can be provided is a key benefit that we have really enjoyed with this product. Initially we did try doing this with a precaution depending on the reprecautions of the outcome but it has been very overwhelming the way this program had proved to be efficient yet reliable ### 23. One of the programs that has informed **Rating:** 5.0/5.0 stars **Reviewed by:** Choy N. | Information Technology Desktop Support Engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** July 03, 2023 **What do you like best about Amazon Forecast?** What I like most about this program is its compression capacity and the intelligence with which it takes over my work to improve certain aspects significantly. Amazon Forecast is a program that I always rely on to manage my work. Effective since by this means I can carefully plan all the resources that I have at hand as well as the raw material that we have to meet the demands of our clientele fully, the automatic learning that this program constantly exposes simplifies and acts more effectively every time it runs in my work. **What do you dislike about Amazon Forecast?** The size and demands of this program on my system are getting bigger and more annoying as the software of this program takes up a lot of space on my system and makes communication with other programs complicated; I mean, it might affect the speed with which other programs of equal importance are executed in my system, to have this program it is necessary to have a large and robust system. **What problems is Amazon Forecast solving and how is that benefiting you?** One of the programs that have informed me the most and have been most accurate for the forecast for the demand of my company is, without a doubt, Amazon Forecast since this program brings together the best and most intelligent tools to study my entire environment in addition to planning for leading the development of my work of each of my projects, this program will take absolute control of all my products or the order with which we can respond to the demands of each of my clients to have the exact quantity and resources with the conclusion to provide a better service more and more since one of the benefits of this program is to improve more and more thanks to the graphics that allow us to study our circuits. ### 24. Amazon forecast is best software that Machine Learning to generate accurate forecast and predictions **Rating:** 4.5/5.0 stars **Reviewed by:** Saurabh M. | Problem Setter, Small-Business (50 or fewer emp.) **Reviewed Date:** June 08, 2023 **What do you like best about Amazon Forecast?** Being a cloud-based service, Amazon Forecast leverages the scalability and reliability of AWS infrastructure. It can handle large datasets and compute resources to generate forecasts quickly, allowing for efficient processing even with high data volumes and complex models. **What do you dislike about Amazon Forecast?** The accuracy and effectiveness of forecasts generated by Amazon Forecast heavily rely on the quality and relevance of input data. If the historical data used for training contains anomalies, outliers, or other data quality issues, it can negatively impact the accuracy of the forecasts. **What problems is Amazon Forecast solving and how is that benefiting you?** It is solving problems related to financial planning. Forecasting future sales and demand is essential for financial planning and budgeting. Amazon Forecast assists businesses in predicting future revenue streams, cash flow, and profitability, providing valuable insights for financial decision-making, investment planning, and budget allocation. ### 25. Amazon Forecast is a terrific experience and a user-friendly machine learning tool **Rating:** 5.0/5.0 stars **Reviewed by:** Karin B. | Digital Marketing Specialist, Marketing and Advertising, Small-Business (50 or fewer emp.) **Reviewed Date:** May 01, 2023 **What do you like best about Amazon Forecast?** Its ability to generate precise forecasts based on historical data and outside factors, as well as how simple it is to use and customize, are things I admire. Due to these characteristics, it is a fantastic tool for enhancing forecasting capabilities in businesses of all sizes. **What do you dislike about Amazon Forecast?** It would help if you went through a learning curve to profit from Amazon Forecast fully. You will need some knowledge of the fundamentals of machine learning as well as experience using AWS services. It's not complicated, but it can be a rather lengthy process. **What problems is Amazon Forecast solving and how is that benefiting you?** Utilizing Amazon Forecast gives you a crystal-clear understanding of the resources you're using and the result, allowing you to make effective long-term plans, which is excellent for new businesses. ### 26. An Outstanding Experience with a User-Friendly Machine Learning Tool: Amazon Forecast **Rating:** 5.0/5.0 stars **Reviewed by:** Jitender S. | Mid-Market (51-1000 emp.) **Reviewed Date:** May 20, 2023 **What do you like best about Amazon Forecast?** The accuracy with which Amazon Forecast makes estimates utilising past data and outside variables genuinely astounded me. It is a unique tool because of how simple it is to use and the customization choices. For increasing forecasting abilities in firms of all sizes, it is simply wonderful. **What do you dislike about Amazon Forecast?** There is a little learning curve to utilising Amazon Forecast to its best potential. Both a fundamental understanding of machine learning and prior knowledge of AWS services are required. Although not unduly difficult, it is important to keep in mind that the onboarding procedure can take some time. **What problems is Amazon Forecast solving and how is that benefiting you?** Utilising Amazon Forecast gives you a thorough understanding of the resources you use and the results attained, allowing you to create long-term strategic plans with the highest clarity. This feature helps fledgling firms, giving them the ability to make wise decisions and successfully optimise their operations. ### 27. An amazing business tool **Rating:** 5.0/5.0 stars **Reviewed by:** Camilo B. | Operations Manager, Logistics and Supply Chain, Small-Business (50 or fewer emp.) **Reviewed Date:** July 27, 2023 **What do you like best about Amazon Forecast?** That is a powerful forecasting service that evaluates the service based on your specific requirements and considers testing it with your data before making any critical business decisions, I also love it because helps our business to generate accurate forecasts and make informed decisions **What do you dislike about Amazon Forecast?** It is an excellent product but the user interface could be a bit more user-friendly, a costly price **What problems is Amazon Forecast solving and how is that benefiting you?** That is a powerful forecasting service that evaluates the service based on your specific requirements and considers testing it with your data before making any critical business decisions, I also love it because helps our business to generate accurate forecasts and make informed decisions ### 28. Amazon Forecast: The one stop solution for all your predictive analytics and forecasting needs **Rating:** 5.0/5.0 stars **Reviewed by:** himanshu j. | Lead - Analytics, Small-Business (50 or fewer emp.) **Reviewed Date:** July 16, 2023 **What do you like best about Amazon Forecast?** Amazon forecast is currently the best solution in the market with end to end analytics tools and advanced capabilities for predictive analytics, forecasting, time series analysis with Neural Network and ARIMA models **What do you dislike about Amazon Forecast?** The only demerit of Amazon Forecast is regarding the preprocessing of the data before plugging it in the models as its a costly affair, thus it requires extra care to validate the data to reduce the training time and optimize the cost **What problems is Amazon Forecast solving and how is that benefiting you?** Amazon Forecast helps us in providing the insights about the trends, seasonality and correlation of the current market trends basis the data, to take better and effircinet business decisions ahead of the competition ### 29. "Amazon Forecast for Business Forecasting: An Accurate and User-Friendly Solution" **Rating:** 5.0/5.0 stars **Reviewed by:** Abdallah M. | Software Engineer, Small-Business (50 or fewer emp.) **Reviewed Date:** January 12, 2023 **What do you like best about Amazon Forecast?** I like how it can produce accurate predictions based on past data and external circumstances, as well as how easy it is to use and customize. These properties make it an excellent tool for improving forecasting capabilities in firms of all sizes. **What do you dislike about Amazon Forecast?** Difficulty in utilizing or comprehending the service, a lack of customizing possibilities, a costly price, or limits in the accuracy of the forecasts generated. Additionally. **What problems is Amazon Forecast solving and how is that benefiting you?** 1- Improved forecasting accuracy can assist organizations in making better decisions and reducing the risk of overstocking or understocking. 2-When compared to manual forecasting approaches, automated forecasting can save time and money. 3-The capacity to increase forecasting accuracy by utilizing a diverse set of data sources, including time series data and external data. Overall, Amazon Forecast may assist organizations in improving their operations, lowering expenses, and increasing revenue by offering more accurate and dependable projections. ### 30. Great potential not super mature just yet **Rating:** 3.5/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Mid-Market (51-1000 emp.) **Reviewed Date:** May 31, 2023 **What do you like best about Amazon Forecast?** Amazon Forecast, a fully managed forecasting service, offers several advantages. Firstly, it leverages machine learning to automate and improve forecasting accuracy, allowing businesses to make more informed decisions and optimize their operations. Secondly, it provides flexibility with support for various data types and integration with other Amazon Web Services (AWS) tools and services, enabling seamless workflows. Lastly, Amazon Forecast offers scalability and reliability, handling large-scale forecasting tasks efficiently and ensuring high availability for businesses of any size. **What do you dislike about Amazon Forecast?** There are some challenges with the complexity of setting up and configuring the service, which may require a deep understanding of forecasting concepts and AWS infrastructure. Additionally, the pricing structure of Amazon Forecast can be complex and may be considered expensive for specific use cases. I desire more customization options and greater flexibility in forecasting algorithms and models. **What problems is Amazon Forecast solving and how is that benefiting you?** Amazon Forecast solves the problem of accurate demand forecasting, enabling businesses to better anticipate customer needs and optimize their inventory and supply chain management. By leveraging machine learning, it automates the forecasting process, saving time and resources while improving the accuracy of predictions. ### 31. Amazon Forecast **Rating:** 3.5/5.0 stars **Reviewed by:** Aasif Hussain s. | Office Associate, Small-Business (50 or fewer emp.) **Reviewed Date:** May 17, 2023 **What do you like best about Amazon Forecast?** Amazon Forecast is a powerful predictive analytics service offered by Amazon Web Services (AWS). It provides developers and data scientists with the tools and capabilities to build accurate forecasts for a wide range of business use cases **What do you dislike about Amazon Forecast?** Amazon Forecast provides user-friendly interfaces and documentation, it can still be complex for beginners or users without a strong background in data science. Understanding the various concepts, algorithms, and configuration options may require some learning curve. **What problems is Amazon Forecast solving and how is that benefiting you?** Amazon Forecast helps businesses accurately predict future demand for their products or services. This is particularly useful for industries such as retail, e-commerce, supply chain management, and inventory optimization. Accurate demand forecasting allows businesses to optimize inventory levels, reduce stockouts, and improve overall operational efficiency. ### 32. A near perfect system to prepare for all situations **Rating:** 5.0/5.0 stars **Reviewed by:** Jay J. | Food Server, Mid-Market (51-1000 emp.) **Reviewed Date:** May 18, 2023 **What do you like best about Amazon Forecast?** The best aspect about using this software is the attention to detail that the system gives you. The data inputted is meticulously screened for anomalies making it easier to manage for accountability. **What do you dislike about Amazon Forecast?** The negative aspect of this system is the amount of time staff and the team need to get accustomed to all the software and systems to make it navigatable, do not get me wrong there is help out there but it just takes a lot of staff productivity time. **What problems is Amazon Forecast solving and how is that benefiting you?** it is helping the company or my team to see where the patient materials used are going in the future, what products are used more than others and how to organize a busy hospital unit. ### 33. Easy to use machine learning **Rating:** 4.0/5.0 stars **Reviewed by:** Alex P. | DevOps engineer, Mid-Market (51-1000 emp.) **Reviewed Date:** May 09, 2023 **What do you like best about Amazon Forecast?** To use the Amazon forecast you do not need any in-depth machine learning, while still can utilize AI capabilities. Basically all you do is upload you data, the rest is done by AWS Forecast. Other great part is that it's auto-scaled and you pay only for what you use **What do you dislike about Amazon Forecast?** AWS Free Tier only lets you use the forecast for free only for 2 months. You can not really influence on algorithm's as algorithm's customization is very limited. **What problems is Amazon Forecast solving and how is that benefiting you?** In our case we are using Amazon forecast to predict products demand for the next few months. We have pretty long historical sales data and all we do it we upload it to Amazno Forecast to optimize our inventory levels ### 34. About Amazon Forecast service in the field of Time Series **Rating:** 4.5/5.0 stars **Reviewed by:** Shashi K. | Senior Consultant - Data Science, Mid-Market (51-1000 emp.) **Reviewed Date:** May 22, 2023 **What do you like best about Amazon Forecast?** As it's a fully managed service for forecast generation that uses statistical method & Machine Learning algorithms that computes a higher accuracy on time-series forecasts, can be used in many areas like retail, finance, logistics and etc... **What do you dislike about Amazon Forecast?** Custom Model Implementation and usage is quite tough, meaning we can import our own research model into the automated flow of Amazon Forecast, but based on the discussion they are trying to implement this feature. **What problems is Amazon Forecast solving and how is that benefiting you?** We have some Demand Forecasting to be implemented on the future requirement of the stock, so we implemented Amazon Forecast which helps us in the quick turnaround of the better performance model. ### 35. Provides solid AI-based / machine learning predictions or forecasts & analysis for your business. **Rating:** 3.5/5.0 stars **Reviewed by:** Subin V. | Junior Researcher & Analyst, Small-Business (50 or fewer emp.) **Reviewed Date:** May 03, 2023 **What do you like best about Amazon Forecast?** The best in the market when it comes to predictive analysis, goes through so much data, helps in predicting product demand, inventory management, pricing changes per location, etc. It's the perfect forecasting tool for businesses who have a bigger budget. **What do you dislike about Amazon Forecast?** The pricing, it is comparatively quite expensive when you assess the alternatives in the market. However, the cost comes with unmatched benefits & capabilities so if your budget affords it I would recommend it. **What problems is Amazon Forecast solving and how is that benefiting you?** Predicting future points in the supply chain & price changes, helps a lot in inventory management, steers clear of any forecasting errors, infact you don't have to worry about them at all after using AF. ### 36. A Smart Way to Maximize Your Business **Rating:** 4.5/5.0 stars **Reviewed by:** Natalie G. | Licensed Professional Counselor, Small-Business (50 or fewer emp.) **Reviewed Date:** May 12, 2023 **What do you like best about Amazon Forecast?** I like how it's all inclusive from a multiple approach to figuring out how to maximize various aspects that ultimately will influence your bottom line. **What do you dislike about Amazon Forecast?** So far, I haven't seen anything that wasn't likeable about this software! I **What problems is Amazon Forecast solving and how is that benefiting you?** Helps to identify the areas that need more manpower to increase the bottom line. So basically, its efficient in finding who needs to be scheduled when. ### 37. One of the best tools for machine learning based Forecasts for any business **Rating:** 4.5/5.0 stars **Reviewed by:** Paresh R. | Mid-Market (51-1000 emp.) **Reviewed Date:** June 08, 2023 **What do you like best about Amazon Forecast?** Amazon forecast is really helpful when any business wants time series-based forecasting. Its accuracy is really awesome compared to other forecasting tools. **What do you dislike about Amazon Forecast?** Although Amazon Forecast has got really good features, there are some things they can improve. They need to improve their documentation and tutorials. Sometimes it seems difficult to setup with provided documentation. **What problems is Amazon Forecast solving and how is that benefiting you?** We as an IT Company wanted a forecasting solution for some of our products that can help us to achieve our goals. Amazon forecast has been really helpful for us for business predictions. ### 38. Simplifying the Forecasting Process **Rating:** 4.5/5.0 stars **Reviewed by:** Annette J. | Software Developer, Mid-Market (51-1000 emp.) **Reviewed Date:** May 16, 2023 **What do you like best about Amazon Forecast?** It can handle large amounts of data automatically. It is easy to use. It generates highly accurate forecasts. It can be used for a variety of forecasting needs. **What do you dislike about Amazon Forecast?** While the usability of this tool is straightforward once configured, the initial setup process demands substantial effort and a comprehensive grasp of forecast data is essential. Consequently, implementing it may lead to additional expenses for a company. **What problems is Amazon Forecast solving and how is that benefiting you?** We leverage this tool to anticipate forthcoming patterns by automatically recognizing seasonal fluctuations, projecting trends, and identifying anomalies within the data, ultimately delivering precise predictions about future trends. ### 39. Forecasts of your activity **Rating:** 4.0/5.0 stars **Reviewed by:** Antonello C. | dottore, Apparel & Fashion, Small-Business (50 or fewer emp.) **Reviewed Date:** May 02, 2023 **What do you like best about Amazon Forecast?** I believe that Amazon Forecast works very accurately and precisely when it comes to AI-based analysis of past data to predict future possibilities. It is fast and can save thousands of data points and predict future trends based on the same processed data. **What do you dislike about Amazon Forecast?** Not easy for beginners as it requires insights to set forecasts and is more expensive for small businesses that cannot always afford such costs. **What problems is Amazon Forecast solving and how is that benefiting you?** Amazon Forecast allows us to predict incoming expenses that may be incurred from using services within AWS, and it also helps with resource and operational planning. ### 40. Amazon Forecast review: Predict the weather of your business **Rating:** 3.5/5.0 stars **Reviewed by:** Sankalp R. | Analyst, Enterprise (> 1000 emp.) **Reviewed Date:** May 10, 2023 **What do you like best about Amazon Forecast?** Accuracy and Scalability are game changing features of this product. With advanced ML and DS, Amazon Forecast ensures highly accurate results. Flexibility of in house and customized models is really amazing. **What do you dislike about Amazon Forecast?** Although it is really easy to use once setup, but setting it up requires a lot of efforts and understanding of Forecast data is required for the same. This can incur extra cost on a company **What problems is Amazon Forecast solving and how is that benefiting you?** To understand the effectiveness of future campaigns. What would be the opening rate, click rate of campaigns and what would the ROI on them. It has predicted the results very accurately ### 41. Amazon Forecast **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Accounting | Small-Business (50 or fewer emp.) **Reviewed Date:** April 25, 2023 **What do you like best about Amazon Forecast?** Amazon Forecast can handle large amounts of data automatically. I was able to import and process massive datasets, which was nice for my high-volume forecasting needs. The machine learning algorithms generated highly accurate forecasts for my company. **What do you dislike about Amazon Forecast?** You will have to overcome a learning curve to get the full benefits out of Amazon Forecast. You will have to have some understanding of basic machine learning concepts and familiarity with AWS services. **What problems is Amazon Forecast solving and how is that benefiting you?** Amazon Forecast is helping us forecast and plan for the future so that we will be prepared for many different scenarios. This will also help us with budgets and our other financial goals. ### 42. AWS forecast for simple projections **Rating:** 3.5/5.0 stars **Reviewed by:** Verified User in Oil & Energy | Mid-Market (51-1000 emp.) **Reviewed Date:** May 12, 2023 **What do you like best about Amazon Forecast?** The simplicity of implementation and the possibility of quickly and easily integrating the forecast into current processes (as long as they are on AWS), if they are outside of AWS it is a bit more work but possible. **What do you dislike about Amazon Forecast?** The low visibility of the modeling methodologies you use and the limitations that may arise when you reach a higher level of maturity, and the difficulty in reliably estimating costs. **What problems is Amazon Forecast solving and how is that benefiting you?** Help predict the behavior of different customers and their consumption, which allows us to anticipate high-impact movements in the inventory, enabling me to define more effective actions for the future. ### 43. Consultant **Rating:** 5.0/5.0 stars **Reviewed by:** Jag M. | Professional, RPA Controller, Enterprise (> 1000 emp.) **Reviewed Date:** May 31, 2023 **What do you like best about Amazon Forecast?** The best thing about Amazon Forecast is Retail Demand Planning - Predict product demand, allowing you to more accurately vary inventory and pricing at different store location. Also it provides the business with valuable information that the business can use to make decisions. **What do you dislike about Amazon Forecast?** Only 13,10 and 25 features are allowed in Target, metadata, and related time series data sets respectively Sometimes we the future will be unpredictable. **What problems is Amazon Forecast solving and how is that benefiting you?** It can be used to compare the statistical predictions from predictive planning against your own forecast. ### 44. Forecasting now made easy **Rating:** 5.0/5.0 stars **Reviewed by:** Yash G. | Small-Business (50 or fewer emp.) **Reviewed Date:** May 10, 2023 **What do you like best about Amazon Forecast?** It allows us to analyse our products demand and also predict the quantity of services required. **What do you dislike about Amazon Forecast?** There is nothing as such that I dislike about this service **What problems is Amazon Forecast solving and how is that benefiting you?** We use it to make predictions about future trends as it can automatically detect seasonal patterns, forecast trends, and identify outliers in the data to provide accurate predictions. ### 45. Amazon Forecast is a user-friendly machine learning and it is a great experience **Rating:** 4.0/5.0 stars **Reviewed by:** Hameedul M. | Data Analyst, Small-Business (50 or fewer emp.) **Reviewed Date:** January 09, 2023 **What do you like best about Amazon Forecast?** Amazon Forecast is a machine learning service that helps businesses create accurate time series forecasts. Some potential upsides of using Amazon Forecast include the following: 1. Improved accuracy 2. Automated model selection 3. Easy to use 4. Scalability 5. Cost-effective **What do you dislike about Amazon Forecast?** One potential downside of using Amazon Forecast is that it is a cloud-based service, meaning users need an internet connection to access it. This may not be ideal for organizations with limited or unreliable internet connectivity. Another potential downside is that Amazon Forecast is a machine-learning service requiring a certain amount of data to create accurate forecasts. If a business does not have sufficient historical data, it may be difficult for Amazon Forecast to develop accurate predictions. **What problems is Amazon Forecast solving and how is that benefiting you?** Amazon Forecast is designed to help businesses solve various forecasting problems, including demand forecasting, inventory planning, financial planning, and more. Some specific examples of business problems that Amazon Forecast may help to solve include: Demand forecasting: Amazon Forecast can help businesses forecast customer demand for products or services, allowing them better to plan their production, inventory, and staffing levels. Inventory planning: Amazon Forecast can help businesses forecast product demand, optimizing their inventory levels and reducing the risk of stock-outs or excess inventory. ### 46. Amazon Forecast **Rating:** 5.0/5.0 stars **Reviewed by:** Chaithanya Kumar B. | Enterprise (> 1000 emp.) **Reviewed Date:** April 25, 2023 **What do you like best about Amazon Forecast?** AWS services offer solutions for, storage, databases, which I like the most. **What do you dislike about Amazon Forecast?** As of now nothing, it is very useful tolearn analytics, and more. **What problems is Amazon Forecast solving and how is that benefiting you?** solutions for compute, storage. storage is benefiting me the more. To learn the offerings of infrastructure as a service (IaaS) and platform as a service (PaaS) . To understand basic concepts that drive AWS services ### 47. The future forecasting application for business success **Rating:** 4.5/5.0 stars **Reviewed by:** John H. | Payroll Specialist, Enterprise (> 1000 emp.) **Reviewed Date:** May 09, 2023 **What do you like best about Amazon Forecast?** We can easily monitor cashflow and performance metrics in the enterprise. Amazon Forecast provides automated analytics that enables my team to plan and set achievable goals. The product has saved the company from running into salary crisis with efficient cash planning. **What do you dislike about Amazon Forecast?** We are moving forward with new plans and reliable revenue management mechanisms. **What problems is Amazon Forecast solving and how is that benefiting you?** This product has been helping us to plan and set employee compensation goals ontime. It provides real-time insights that helps my team to preserve cash for payments and other compulsory events. ### 48. Amazed forcasting **Rating:** 4.0/5.0 stars **Reviewed by:** Dikshant N. | Corporate Commercial Sales Executive, Mid-Market (51-1000 emp.) **Reviewed Date:** May 11, 2023 **What do you like best about Amazon Forecast?** Analytical tools to adapt variables. I tried with a set of numbers series that w received from a client. It turned out as productive result, which amazed me. **What do you dislike about Amazon Forecast?** It is little difficult for a moderate person to try , a beginning tutorial can help better. Just a suggestion . **What problems is Amazon Forecast solving and how is that benefiting you?** It helps to me understand complex set of data in our business the information we receive that is very raw after trying various alternatives my friend suggested AWS. And it's going good. ### 49. Review of Amazon Forecast **Rating:** 5.0/5.0 stars **Reviewed by:** Verified User in Information Technology and Services | Enterprise (> 1000 emp.) **Reviewed Date:** May 12, 2023 **What do you like best about Amazon Forecast?** I greatly appreciate its capacity to produce accurate predictions by analyzing past data and external variables. Additionally, its user-friendly interface and adaptability make it an exceptional resource for improving forecasting abilities in businesses, regardless of their size. **What do you dislike about Amazon Forecast?** To fully benefit from Amazon Forecast, there is a learning curve involved. It requires a basic understanding of machine learning principles and familiarity with AWS services. While not overly complex, the process may take some time to navigate due to its lengthier nature. **What problems is Amazon Forecast solving and how is that benefiting you?** By leveraging Amazon Forecast, you gain a clear visibility into the resources utilized and the corresponding outcomes. This level of clarity empowers you to create effective long-term strategies, making it particularly beneficial for new businesses. ### 50. If you want a ML solutions? It is! **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Banking | Enterprise (> 1000 emp.) **Reviewed Date:** May 02, 2023 **What do you like best about Amazon Forecast?** It was nice to be able to create various analyzes and results. In particular, it produced more information and results than basic thoughts and ideas about ML. AWS has always been the best, and AWS forecast is truly the best. **What do you dislike about Amazon Forecast?** The biggest issue with AWS is money. In fact, it is expensive. There is a burden to create more performance and results for high cost. But still, AWS is the best. **What problems is Amazon Forecast solving and how is that benefiting you?** We conducted various reviews on ML solutions for customer service. The biggest concern was how accurate the results and forecasts were, and AWS Forecast showed accuracy and performance that exceeded expectations. The surprising results matched the real environment and we are considering expanding the system for further analysis. - [View Amazon Forecast pricing details and edition comparison](https://www.g2.com/products/amazon-forecast/reviews?section=pricing&secure%5Bexpires_at%5D=2026-05-15+00%3A11%3A07+-0500&secure%5Bsession_id%5D=7b003dac-42d6-483b-9b42-ddcb123b8841&secure%5Btoken%5D=874e7183eed89c0687e15c0fbc3ea08092cb695f39bf9a537ce01ec2c6b7616e&format=llm_user) ## Amazon Forecast Integrations - [Amazon Redshift](https://www.g2.com/products/amazon-redshift/reviews) - [AWS Lambda](https://www.g2.com/products/aws-lambda/reviews) - [AWS S3 Objects to Alation](https://www.g2.com/products/aws-s3-objects-to-alation/reviews) - [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) - [Google Workspace](https://www.g2.com/products/google-workspace/reviews) - [Sage Intacct](https://www.g2.com/products/sage-intacct/reviews) - [Tableau](https://www.g2.com/products/tableau/reviews) ## Amazon Forecast Features **Integration - Machine Learning** - Integration **Statistical Tool** - Scripting - Data Mining - Algorithms **Learning - Machine Learning** - Training Data - Actionable Insights - Algorithm **Data Analysis** - Analysis - Data Interaction **Decision Making** - Modeling - Data Visualizations - Report Generation - Data Unification **Generative AI** - AI Text Generation - AI Text Summarization ## Top Amazon Forecast Alternatives - [Azure Time Series Insights](https://www.g2.com/products/azure-time-series-insights/reviews) - 4.1/5.0 (45 reviews) - [Tableau](https://www.g2.com/products/tableau/reviews) - 4.4/5.0 (3,534 reviews) - [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) - 4.3/5.0 (647 reviews)