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Best Amazon Forecast Alternatives for Windows — 12 Compared in 2026

Explore 12 alternatives to Amazon Forecast — vetted by our editors with real user reviews, pricing, and feature comparisons.

Best Amazon Forecast alternatives, ranked and compared

Quick answer

The quick answer: the best Amazon Forecast alternatives are Salford Predictive Modeler, Oracle Data Mining and IBM SPSS Modeler. Salford Predictive Modeler leads the list with a 5★ rating from real users. Compare all 12 on rating and pricing below.

A tool that fits one team can frustrate another, so if Amazon Forecast is frustrating yours, these 12 predictive analytics software alternatives are worth a look. We rank them by SpotScore, which combines verified user satisfaction with market presence, then ratings and pricing. The table gives a quick side-by-side; the sections below explain each pick.

ProductSpotScoreRatingPricingBest for
Salford Predictive ModelerUnlock the power of predictive analytics seamlessly.—★★★★★ 5(4)Quotation Basedteams of all sizes
Oracle Data MiningMaximize your data, minimize your effort.—★★★★☆ 3.63(4)Quotation Basedteams of all sizes
IBM SPSS ModelerAccelerate results with data-driven decisions.—★★★★☆ 4.05(143)Freefrom $499/momid-size & enterprise teams
Oracle Crystal BallDrive informed decisions with unparalleled predictive modeling.—★★★★☆ 4.3(20)FreeFree Trial · Quotation Basedteams of all sizes
TIMi SuiteThe Ultimate Data Science and AI Platform for Fast, Scalable Analytics—Not yet ratedQuotation Based · Subscriptionteams of all sizes
IncrementalElevate your retail marketing strategy with data-driven analytics.—Not yet ratedQuotation Basedteams of all sizes
Analyzr.aiElevate your B2B game with data-driven success.—Not yet ratedFreeFreemium · Quotation Basedteams of all sizes
HyperCastStay ahead of the weather with HyperCast.—Not yet ratedFreeFree Trial · Quotation Basedteams of all sizes
AccreteRevolutionize analytics with precise AI automation.—Not yet ratedQuotation Basedsmall & mid-size businesses
FaradayTransform your marketing strategies with interactive flows.—Not yet ratedFreeFreemium · Subscription · Quotation Basedteams of all sizes
StrayosRevolutionizing mining with AI insights.—★★★★★ 4.5(1)Quotation Basedmid-size & enterprise teams
MageEmpowering your business with data-driven insights.—Not yet ratedFreeFreemium · Subscription · Quotation Basedteams of all sizes
Salford Predictive Modeler - Predictive Analytics Software

Salford Predictive Modeler

Unlock the power of predictive analytics seamlessly.

Best for: SMB teams · Mid-market · Enterprise

Get Pricing Details

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What is Salford Predictive Modeler?

Salford Predictive Modeler is a powerful software solution designed for businesses seeking accurate machine learning and predictive analytics. It includes top-notch business engines like MARS®, CART®, TreeNet®, and Random Forests®, along with unique modeling and automation capabilities. With ...

Read more about Salford Predictive Modeler

Salford Predictive Modeler offers custom pricing plan

Oracle Data Mining - Predictive Analytics Software

Oracle Data Mining

Maximize your data, minimize your effort.

Best for: SMB teams · Mid-market · Enterprise

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What is Oracle Data Mining?

Introducing Oracle Data Mining, the ultimate data analytics tool for maximizing Oracle data and investments. This advanced software offers powerful data mining methods for predicting patterns and outcomes, ideal for data scientists and business/data analysts. With various machine learning ...

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Oracle Data Mining offers custom pricing plan

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IBM SPSS Modeler - Predictive Analytics Software

IBM SPSS Modeler

Accelerate results with data-driven decisions.

Best for: Mid-market · Enterprise

Start Free Trial

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What is IBM SPSS Modeler?

IBM SPSS Modeler is a user-friendly data science and machine learning platform designed for data analysts, business intelligence teams, and enterprise-level data scientists. Its drag-and-drop interface allows users to perform data preparation, predictive analytics, and model deployment without ...

Read more about IBM SPSS Modeler
Free TrialTry Free →·

IBM SPSS Modeler offers custom pricing plan

Oracle Crystal Ball - Predictive Analytics Software

Oracle Crystal Ball

Drive informed decisions with unparalleled predictive modeling.

Best for: SMB teams · Mid-market · Enterprise

Start Free Trial

Add to compare

What is Oracle Crystal Ball?

Introducing Oracle Crystal Ball, the ultimate predictive modeling and forecasting software. With its powerful spreadsheet-based platform, it offers unparalleled insights into risk factors, enabling you to make informed tactical decisions and stay ahead in uncertain market conditions. The ...

Read more about Oracle Crystal Ball
Free Trial·

Oracle Crystal Ball offers custom pricing plan

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TIMi Suite

The Ultimate Data Science and AI Platform for Fast, Scalable Analytics

Best for: SMB teams · Mid-market · Enterprise

See Plans & Pricing

Add to compare

watch-demo

Watch Demo

What is TIMi Suite?

TIMi Suite is a powerful, high-performance data science and processing platform designed to push the boundaries of analytics, predictive modeling, AI, and Big Data. It offers a fast, intuitive environment, making it the perfect tool for both technical and business users to collaborate and ...

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Starts from $520/month

Incremental

Incremental

Elevate your retail marketing strategy with data-driven analytics.

Best for: SMB teams · Mid-market · Enterprise

Get Pricing Details

Add to compare

What is Incremental?

Elevate your retail marketing strategy with Incremental, the cutting-edge solution for Retail Media Analytics for Growth. Incremental empowers brands with a robust platform to measure the impact of their retail media investments and optimize marketing expenditures to fuel unprecedented growth. ...

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Incremental offers custom pricing plan

Analyzr.ai

Analyzr.ai

Elevate your B2B game with data-driven success.

Best for: SMB teams · Mid-market · Enterprise

Try for Free

Add to compare

What is Analyzr.ai?

Introducing Analyzr.ai, a powerful tool for midmarket and enterprise clients seeking to overcome B2B sales and marketing analytics hurdles. Branded as the answer to predictive analytics in a simple and user-friendly package, Analyzr.ai streamlines the use of machine learning for predicting ...

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Analyzr.ai offers custom pricing plan

HyperCast - New SaaS Software

HyperCast

Stay ahead of the weather with HyperCast.

Best for: SMB teams · Mid-market · Enterprise

Start Free Trial

Add to compare

What is HyperCast?

Introducing HyperCast, the ultimate solution for all your weather forecasting needs. Created by ClimaCell, this user-friendly software allows decision-makers to monitor real-time weather data and forecasts from 0-360 minutes, sourced from a variety of reliable sources. Stay one step ahead of ...

Read more about HyperCast
Free TrialTry Free →·

HyperCast offers custom pricing plan

Accrete - New SaaS Software

Accrete

Revolutionize analytics with precise AI automation.

Best for: SMB teams · Mid-market

Get Pricing Details

Add to compare

What is Accrete?

Accrete, a revolutionary contextual AI engine, brings automation to analytical tasks with near-human accuracy. Fueling predictive insights, it enables users to forecast crucial aspects like supply chain, money flows, goods demand, clinical drug trials, and more. With its FaaS Financial ...

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Accrete offers custom pricing plan

Faraday - New SaaS Software

Faraday

Transform your marketing strategies with interactive flows.

Best for: SMB teams · Mid-market · Enterprise

Try for Free

Add to compare

What is Faraday?

Faraday is a unique no-code platform for creating interactive flows to maximize conversions. Dive into the community and design campaigns, newsletters, messages and more with Smart Results Frames for customizing your CTAs and items, as well as collecting client feedback. Employ videos to ...

Read more about Faraday

Starts from $36/Month when Billed Yearly, also offers free forever plan

Strayos - New SaaS Software

Strayos

Revolutionizing mining with AI insights.

Best for: Mid-market · Enterprise

Get Pricing Details

Add to compare

What is Strayos?

Strayos is a state-of-the-art AI-powered platform providing mining professionals with accurate insights to help them stay ahead of the competition. This platform empowers 1500+ sites in the mining industries with a comprehensive suite of deep analytics ranging from surveys & planning to ...

Read more about Strayos

Strayos offers custom pricing plan

Mage - New SaaS Software

Mage

Empowering your business with data-driven insights.

Best for: SMB teams · Mid-market · Enterprise

Try for Free

Add to compare

What is Mage?

Mage is a powerful and easy-to-use data prediction tool that helps you have better control over pricing strategies. With Mage, you can easily prepare, add, and understand data and its predictions, without any technical expertise. It recommends the right products to users, predicts when users ...

Read more about Mage

Mage offers custom pricing plan

Amazon Forecast competitors, compared

There are 12 direct Amazon Forecast competitors in Predictive Analytics Software. The ones that come up most often are Salford Predictive Modeler, Oracle Data Mining and IBM SPSS Modeler. Each is compared against Amazon Forecast on rating, pricing and feature coverage below.

Sites and apps like Amazon Forecast

Searches for "sites like Amazon Forecast" and "apps like Amazon Forecast" land on the same shortlist as "Amazon Forecast alternatives" — the 12 options below cover both, whether you want a like-for-like replacement or something lighter.

What each tool does well

Salford Predictive ModelerBest for teams of all sizes
Oracle Data MiningBest for teams of all sizes

Maximizes Oracle data

Watch for: Requires Oracle database knowledge

IBM SPSS ModelerBest for mid-size & enterprise teams

Offers extensive analytics, clustering, and predictive modeling tools.

Watch for: High cost may not be justified for small organizations or occasional users

Oracle Crystal BallBest for teams of all sizes

User-friendly interface and ease of use, making it accessible for various users.

Watch for: Steep learning curve for beginners, requiring time to overcome complexities.

TIMi SuiteBest for teams of all sizes
IncrementalBest for teams of all sizes
Analyzr.aiBest for teams of all sizes
HyperCastBest for teams of all sizes
AccreteBest for small & mid-size businesses
FaradayBest for teams of all sizes
StrayosBest for mid-size & enterprise teams

AI-powered insights

Watch for: Complex for new users

MageBest for teams of all sizes

Easy data preparation

Watch for: Limited to predictive analytics

Why teams look for a Amazon Forecast alternative

The push to replace Amazon Forecast tends to come down to a few recurring frustrations:

  • Complex setup and configuration process, requiring in-depth knowledge of forecasting concepts.
  • Limited flexibility in customization options and forecasting algorithms.
  • High cost, especially related to training data preprocessing and setup.
  • Steep learning curve for newcomers without prior machine learning experience.

What makes a good Amazon Forecast replacement

Comparing the 12 alternatives on the figures that matter: 6 offer a free tier; paid plans run $499, with IBM SPSS Modeler the cheapest entry point; and Salford Predictive Modeler is the highest rated at 5★ across 4 reviews.

What drives the order.

Frequently Asked Questions (FAQs)

Stuck on something? We're here to help with all the questions and answers in one place.

The top-rated alternatives to Amazon Forecast are Salford Predictive Modeler (5.0★), Strayos (4.5★), Oracle Crystal Ball (4.3★). Compare all 12 alternatives side-by-side above.

When evaluating alternatives to Amazon Forecast, prioritize: Machine Learning, Predictive Analysis, Model Training, Data Integration, Model Deployment, transparent pricing, free trial availability, and integrations with your existing tools. Use the filters above to compare by feature, budget, and team size.

Migration difficulty depends on how deeply Amazon Forecast is integrated into your workflows. Most alternatives offer data export/import tools and dedicated onboarding support. We recommend narrowing to 2–3 options, running a free trial, and checking each vendor's migration guides before committing.

The right Amazon Forecast alternative for your situation

How to move on from Amazon Forecast

A safe move off Amazon Forecast starts with the basics: export your data and test the import into your new tool. Make sure the workflows you depend on are covered, run a short pilot, and keep Amazon Forecast active until the migration is finished. Free tiers above make trialing easy.

Disclaimer: This research has been collated from a variety of authoritative sources. We welcome your feedback at [email protected].