Best Machine Learning Software with a Free Plan or Free Trial
Top picks for Machine Learning Software available with a free plan or free trial
Uncover insights and make accurate predictions with ByteBridge.
Streamline your machine learning with Neptune.
Showing -705-19 out of 19

List of the Best Machine Learning Software with a Free Plan or Free Trial as of November 2026

ByteBridge
Uncover insights and make accurate predictions with ByteBridge.
Best for: SMB teams · Mid-market · Enterprise
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What is ByteBridge?
ByteBridge is a machine learning software company. The software can help user find the hidden patterns in data that lead to great predictions, automatically select the best features from tens of thousands of variables, and measure uncertainty in predictions to build well-calibrated models that ...
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neptune.ml
Streamline your machine learning with Neptune.
Best for: SMB teams · Mid-market · Enterprise
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What is neptune.ml?
Neptune is a framework for building machine learning applications in Python, with performance comparable to handwritten models. Neptune merges the flexibility of scikit-learn with an integrated environment for tracking data, processing pipelines, and evaluating results. Whether user needs to ...
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Recombee
Revolutionize your app with personalized recommendations.
Best for: SMB teams · Mid-market · Enterprise
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What is Recombee?
Recombee is a revolutionary new set of Machine Learning APIs that allow developers to focus on their application, instead of building machine learning models from scratch. The Recombee platform automatically learns customer behavior patterns based on data the application already captures. It ...
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Aginity
Empowering financial analytics with advanced machine learning
Best for: SMB teams · Mid-market · Enterprise
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What is Aginity?
Aginity is machine learning software for core financial analytics. The products harvest insights from highly complex data sources including market, reference, and social exposures. Applications include counterparty risk analysis, underwriting, portfolio optimization, stress testing, capital ...
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What is Arize AI?
Arize AI is a revolutionary Machine Learning Observability Platform to quickly identify and address model and data issues. With a comprehensive analytics suite and no restrictions on model framework, platform, or environment, Arize ensures companies can monitor the performance of their products ...
Read more about Arize AIArize AI offers custom pricing plan

Openlayer
Ignite potential, unleash greatness in machine learning.
Best for: SMB teams · Mid-market · Enterprise
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What is Openlayer?
Openlayer is an evaluation workspace for machine learning models that tracks versions, surfaces errors, and supports data-driven decisions about when to retrain. Teams use it to compare model performance across versions and debug issues before deploying to production.
Read more about OpenlayerOpenlayer offers custom pricing plan
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What is HELICON?
HELICON is a real-time machine learning platform for data engineering and stream processing. It covers the full data lifecycle — ingestion from multiple sources, pipeline design, customizable dashboards, and ML model integration — in a modular system that lets teams operationalize ML models ...
Read more about HELICONAI21 Studio
Transforming language processing through AI mastery.
Best for: SMB teams · Mid-market · Enterprise
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What is AI21 Studio?
Introducing AI21 Studio, a cutting-edge Generative Text AI software solution that revolutionizes natural language processing. As a distinguished leader in the field, AI21 Studio offers unparalleled artificial intelligence capabilities through its advanced Jurassic-2 and Task-Specific language ...
Read more about AI21 StudioAI21 Studio offers custom pricing plan

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What is PyTorch?
PyTorch, developed by Facebook, is an open source deep learning platform that offers a reliable solution from prototyping to production deployment. It boasts a hybrid front-end that seamlessly transitions between different modes and a scalable distributed training for optimal performance in ...
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What is open-appsec?
Open-Appsec is an advanced web application security solution that utilizes a cloud-native CI/CD approach to automated installation, configuration, and upgrades. By leveraging advanced features such as Helm Charts, Kubernetes Annotations, Terraform, and a complete GraphQL API, Open-Appsec makes ...
Read more about open-appsecopen-appsec offers custom pricing plan

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What is Neuro?
Neuro AI is the perfect ML infrastructure to power your online projects. Harness the power of machine learning with a simple platform that allows you to easily train models in the cloud and instantly make them available via an uploadable API. Develop models using your favorite ML library, or ...
Read more about NeuroStarts from $5/hour of compute, also offers free forever plan

Pretrained.ai
Empower your data with Pretrained.ai's ML capabilities.
Best for: SMB teams · Mid-market
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What is Pretrained.ai?
Pretrained.ai is a powerful platform for developers, small to mid-size companies who need to use state-of-the-art machine learning to analyze text, images, and other data. With a few simple steps, you can quickly configure and deploy personalized API endpoints for peak performance. Join the ...
Read more about Pretrained.aiStarts from $50/Month, also offers free forever plan

Pulse
Stay organized, collaborate effortlessly with Pulse.
Best for: SMB teams · Mid-market · Enterprise
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What is Pulse?
Pulse is the perfect way for modern teams to stay organized and communicate effectively. This innovative platform allows teams to share, interact, and collaborate with ease. It is seamlessly compatible with Azure Active Directory, Bamboo HR, Google Suite and many more. Get instant ...
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DataTorch
Streamline collaboration and unleash the power of data.
Best for: SMB teams · Mid-market · Enterprise
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What is DataTorch?
DataTorch is an innovative machine learning platform for streamlining team collaboration and creating data quickly. With powerful roles and permission settings, you can securely share datasets and seamlessly integrate with workflows to increase production. Plus, our intuitive labeling tools let ...
Read more about DataTorchStarts from $15/User/Month, also offers free forever plan
Cogniflow
Transform data into powerful AI models in minutes.
Best for: SMB teams · Mid-market · Enterprise
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What is Cogniflow?
Cogniflow is the ultimate AI model creation software. Create sophisticated machine learning models quickly and easily with just a few clicks. Our intuitive platform is API-ready and connects with your apps and programs. Our add-ons for Excel and Google Sheets make it even simpler. Plus, ...
Read more about CogniflowStarts from $40/Month when Billed Yearly, also offers free forever plan

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What is Picsell.ia?
Picsell.ia is an advanced Computer Vision tool that allows users to develop active learning models within an assisted labeling environment. Teams can empirically test various model architectures and share the outcomes make to the public. Individuals, and businesses of all sizes can leverage ...
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Nyckel
Unleashing the power of machine learning made easy.
Best for: SMB teams · Mid-market · Enterprise
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What is Nyckel?
Introducing Nyckel - the ultimate machine learning platform for developers. With its lightning-fast capabilities, Nyckel empowers users to easily integrate and develop sophisticated ML functions into their applications. Say goodbye to lengthy development processes and hello to seamless ML ...
Read more about NyckelStarts from $50/Month, also offers free forever plan

Lightly
Effortless, precise machine learning for all skill levels.
Best for: SMB teams · Mid-market · Enterprise
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What is Lightly?
Lightly is a fast and lightweight framework for probabilistic machine learning. It comes with various built-in algorithms which user can also combine to create their own models. Lightly allows data scientists to dive into the data and perform their experiments using a minimal amount of code, ...
Read more about LightlyStarts from $440/Month when Billed Yearly, also offers free forever plan

Amazon Personalize
Tailored recommendations for an enhanced user experience.
Best for: SMB teams · Mid-market · Enterprise
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What is Amazon Personalize?
Amazon Personalize is a machine-learning web service that helps to improve site's user experience by automatically generating personalized recommendations based on millions of books, articles, and reviews from sites like Goodreads.com. Personalize can recommend similar titles or suggestions for ...
Read more about Amazon PersonalizeCompare Top Products
Frequently Asked Questions About Machine Learning Software
Stuck on something? We're here to help with all the questions and answers in one place.
The features most commonly offered by Machine Learning Software on Spotsaas are Model Deployment, API Integration, For Developers, Experiment Tracking, Data ingestion, Compliance Management. Most buyers prioritize ease of use, reporting, and integration capabilities. Start with what covers your core workflow before comparing advanced features.
What you pay for Machine Learning Software depends on the plan, the number of seats, and the contract length. At least 15 products here offer a free plan or a free trial, including Picsellia, Deeploy, Valohai. Published entry prices run from $40 to $440 per month, taken from the 6 of 19 products on this page that list one. Each product page on Spotsaas carries its own current pricing.
To choose the right Machine Learning Software, start by listing your must-have features, commonly Model Deployment, API Integration, For Developers, Experiment Tracking, Data ingestion, Compliance Management. Then filter by team size, budget, and integrations you already use. Compare at least 3 options and use free trials to test before committing. Spotsaas lets you compare side-by-side in minutes.
Yes. 15 Machine Learning Software on Spotsaas offer a free plan or free trial. Popular free options include Picsellia, Deeploy, Valohai. Free plans typically cover core features for small teams; paid upgrades unlock advanced reporting, integrations, and support.
The best Machine Learning Software for small businesses are affordable, quick to set up, and scale without complexity. Top picks for small teams are BentoML, LlamaIndex, Superwise AI. Look for per-user pricing, no long-term contracts, and strong onboarding support to minimize ramp-up time.
About the reviewer
Rajat Gupta is the founder of Spotsaas, where he has built software research covering 25,000+ products across CRM, HR, AI, and finance. He applies hands-on product research and a background in commerce and the CFA program to evaluate software through a business and ROI lens. His goal: help teams make software decisions they won't regret.
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Disclaimer: This research has been collated from a variety of authoritative sources. We welcome your feedback at [email protected].

