# Top Free Generative AI Infrastructure Software Check out our list of free Generative AI Infrastructure Software. Products featured on this list are the ones that offer a free trial version. As with most free versions, there are limitations, typically time or features. If you'd like to see more products and to evaluate additional feature options, compare all [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure) to ensure you get the right product. ## View Free Generative AI Infrastructure Software G2 takes pride in showing unbiased reviews on user satisfaction in our ratings and reports. We do not allow paid placements in any of our ratings, rankings, or reports. Learn about our [scoring methodologies](https://research.g2.com/g2-scoring-methodologies). **63** Generative AI Infrastructure Products Available View all [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure) View all [Generative AI Infrastructure Software](https://www.g2.com/categories/generative-ai-infrastructure) ### [Databricks](https://www.g2.com/products/databricks/reviews) [By Databricks Inc.](https://www.g2.com/sellers/databricks-inc) [ (1,335)4.6 out of 5 ](https://www.g2.com/products/databricks/reviews#reviews "Read Databricks Reviews") Product Description Databricks is a unified data and AI platform that helps organizations build, govern and scale data pipelines, analytics, machine learning, AI applications and agents. More than 20,000 organizations wo **Users:** Data Engineer, Data Analyst · **Industries:** Information Technology and Services, Financial Services · **Market Segment:** 48% Enterprise, 38% Mid-Market User SentimentHow are these determined? Users frequently mention the platform's ability to handle large-scale data processing efficiently, its collaborative notebook environment that enables cross-team collaboration, and its seamless integration with various cloud services and Apache Spark. Reviewers mentioned the platform's complex pricing structure, the steep learning curve for beginners, and the challenges in managing clusters and configurations, particularly for new users. Year Founded 2013 HQ Location San Francisco, CA Company Website https://databricks.com Twitter @databricks LinkedIn® Page https://www.linkedin.com/company/3477522/ ### [Botpress](https://www.g2.com/products/botpress/reviews) [By Botpress](https://www.g2.com/sellers/botpress) [ (498)4.5 out of 5 ](https://www.g2.com/products/botpress/reviews#reviews "Read Botpress Reviews") Product Description Botpress is the enterprise-grade AI agent platform for customer support. Founded as an AI agent company, Botpress has spent 10 years building the infrastructure that makes enterprise-grade AI support **Users:** CEO, Founder · **Industries:** Information Technology and Services, Computer Software · **Market Segment:** 74% Small-Business, 15% Mid-Market User SentimentHow are these determined? Reviewers like the user-friendly interface, the ease of implementation, the powerful customization options, and the strong integration support that Botpress provides, making it a flexible and developer-friendly tool. Reviewers experienced issues with the quality of documentation, the complexity of advanced features, the difficulty in connecting workflows, and the limitations in conversation management and variable handling. Year Founded 2017 HQ Location Quebec, QC Company Website https://botpress.com Twitter @getbotpress LinkedIn® Page https://www.linkedin.com/company/27121841 [![G2 Advertising](/assets/my-g2-logo-41632af6f81a240a0a9886638f412b2ac9a29f4001534f8c83be89a58ef9d45d.svg "G2 Advertising")](https://sell.g2.com/case-studies/how-aisdr-uses-g2-ads-to-turn-g2-into-top-5-traffic-source) Sponsored G2 Advertising Get 2x conversion than Google Ads with G2 Advertising! G2 Advertising places your product in premium positions on high-traffic pages and on targeted competitor pages to reach buyers at key comparison moments. [ Learn More ](https://sell.g2.com/case-studies/how-aisdr-uses-g2-ads-to-turn-g2-into-top-5-traffic-source) ### [Saturn Cloud](https://www.g2.com/products/saturn-cloud-saturn-cloud/reviews) [By Saturn Cloud](https://www.g2.com/sellers/saturn-cloud) [ (320)4.8 out of 5 ](https://www.g2.com/products/saturn-cloud-saturn-cloud/reviews#reviews "Read Saturn Cloud Reviews") Product Description Saturn Cloud is a portable AI platform that installs securely in any cloud account. Access the best GPUs with no Kubernetes configuration or DevOps, enable AI/ML teams to develop, deploy, and manage M **Users:** Data Scientist, Student · **Industries:** Computer Software, Higher Education · **Market Segment:** 82% Small-Business, 12% Mid-Market ![Verified User in Higher Education](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Higher Education") UH The free tier compute options The ease of setting up resources Diversity in Datasets Github linking[Read review](https://www.g2.com/products/saturn-cloud-saturn-cloud/reviews/saturn-cloud-review-11294562) ![Leandro d.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Leandro d.") LD easy to use. i can use several types of notebooks[Read review](https://www.g2.com/products/saturn-cloud-saturn-cloud/reviews/saturn-cloud-review-11344769) Year Founded 2018 HQ Location New York, US Company Website https://www.saturncloud.io Twitter @saturn\_cloud LinkedIn® Page https://www.linkedin.com/company/saturn-cloud/ ### [Dataiku](https://www.g2.com/products/dataiku/reviews) [By Dataiku](https://www.g2.com/sellers/dataiku) [ (214)4.4 out of 5 ](https://www.g2.com/products/dataiku/reviews#reviews "Read Dataiku Reviews") Product Description Dataiku is the Platform for AI Success: the AI orchestration layer where enterprises build, deploy, and govern analytics, models, and agents at scale. It sits on top of the data platforms, clouds, and **Users:** Data Scientist, Data Analyst · **Industries:** Financial Services, Pharmaceuticals · **Market Segment:** 58% Enterprise, 23% Mid-Market User SentimentHow are these determined? Users frequently mention the ease of use, strong analytics and AI capabilities, the ability to collaborate within the platform, and the balance between visual workflows and the flexibility to code. Reviewers mentioned that Dataiku can feel bulky and resource-heavy at times, making workflows harder to manage and slower to navigate, and it can be less intuitive in more advanced parts. Year Founded 2013 HQ Location New York, NY Company Website https://Dataiku.com Twitter @dataiku LinkedIn® Page https://www.linkedin.com/company/dataiku/ ### [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews) [By Altair](https://www.g2.com/sellers/altair-186799f5-3238-493f-b3ad-b8cac484afd7) [ (520)4.6 out of 5 ](https://www.g2.com/products/rapidminer-studio/reviews#reviews "Read Altair AI Studio Reviews") Product Description Altair AI Studio (formerly RapidMiner Studio) is a data science tool that anyone can use to design and prototype highly explainable AI and machine learning models that help build trust throughout an o **Users:** Student, Data Scientist · **Industries:** Higher Education, Education Management · **Market Segment:** 42% Small-Business, 30% Mid-Market User SentimentHow are these determined? Reviewers frequently mention the platform's ability to connect siloed data, its predictive analytics capabilities, its user-friendly interface, and its efficient data preparation and automated machine learning features. Users reported issues with high RAM usage during large simulations, a steep learning curve for advanced features, and performance and stability issues when working with large or complex datasets. Year Founded 1985 HQ Location Troy, MI Company Website https://www.altair.com/ LinkedIn® Page https://www.linkedin.com/company/8323/ Ownership NASDAQ:ALTR ### [Metaprise Agent Operating System](https://www.g2.com/products/metaprise-agent-operating-system/reviews) [By Metaprise](https://www.g2.com/sellers/metaprise) [ (58)4.9 out of 5 ](https://www.g2.com/products/metaprise-agent-operating-system/reviews#reviews "Read Metaprise Agent Operating System Reviews") Product Description Metaprise is the native infrastructure used to create, organize, and operate agents at enterprise scale. One system to make AI execution reliable at scale. The Metaprise OS consists of 9 integrated m **Industries:** Computer Software, Financial Services · **Market Segment:** 66% Mid-Market, 26% Small-Business GV The biggest advantage is the unified control layer It bring agents, models workflows and governance into one system instead of scattered tools....[Read review](https://www.g2.com/products/metaprise-agent-operating-system/reviews/metaprise-agent-operating-system-review-12725458) ![Thomas Paul M.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Thomas Paul M.") TM As a CEO and Co-Founder in the software industry, scaling AI infrastructure safely without introducing technical debt or operational fragmentation...[Read review](https://www.g2.com/products/metaprise-agent-operating-system/reviews/metaprise-agent-operating-system-review-12859825) Year Founded 2021 HQ Location New York, US Company Website https://www.metaprise.ai Twitter @MetapriseLLC LinkedIn® Page https://www.linkedin.com/company/metaprise-commerce-online-bank ### [Workato](https://www.g2.com/products/workato/reviews) [By Workato](https://www.g2.com/sellers/workato) [ (776)4.7 out of 5 ](https://www.g2.com/products/workato/reviews#reviews "Read Workato Reviews") Product Description Workato is the #1-rated iPaaS and the leader in Enterprise MCP — the platform enterprises trust to unify integration, automation, and AI in one secure, cloud-native runtime. Trusted by over 12,000 cus **Users:** Software Engineer, Senior Software Engineer · **Industries:** Computer Software, Information Technology and Services · **Market Segment:** 43% Mid-Market, 33% Enterprise User SentimentHow are these determined? Reviewers like Workato's user-friendly interface, powerful automation capabilities, and the ability to create complex automations with minimal effort, which speeds up workflow setup and reduces errors. Users reported that Workato's high pricing and steep learning curve for complex logic can be barriers for smaller teams, and its complex workflows can be hard to manage. Year Founded 2013 HQ Location Mountain View, California Company Website https://www.workato.com Twitter @Workato LinkedIn® Page https://www.linkedin.com/company/3675685 ### [Elasticsearch](https://www.g2.com/products/elastic-elasticsearch/reviews) [By Elastic](https://www.g2.com/sellers/elastic) [ (292)4.5 out of 5 ](https://www.g2.com/products/elastic-elasticsearch/reviews#reviews "Read Elasticsearch Reviews") Product Description Build next generation search experiences for your customers and employees that support your organization’s technology objectives. Elasticsearch gives developers a flexible toolkit to build AI-powered **Users:** Software Engineer, Senior Software Engineer · **Industries:** Computer Software, Information Technology and Services · **Market Segment:** 38% Mid-Market, 33% Enterprise User SentimentHow are these determined? Users frequently mention the speed, flexibility, and scalability of Elasticsearch, its ability to handle large volumes of data efficiently, and the ease of integration with other tools. Reviewers mentioned that Elasticsearch can be resource-intensive, particularly in terms of RAM usage, and that it can become complex to manage as it grows, requiring careful planning and monitoring. Year Founded 2012 HQ Location San Francisco, CA Company Website https://www.elastic.co Twitter @elastic LinkedIn® Page https://www.linkedin.com/company/814025/ Ownership NYSE: ESTC ### [IBM watsonx.ai](https://www.g2.com/products/ibm-watsonx-ai/reviews) [By IBM](https://www.g2.com/sellers/ibm) [ (143)4.4 out of 5 ](https://www.g2.com/products/ibm-watsonx-ai/reviews#reviews "Read IBM watsonx.ai Reviews") Product Description Watsonx.ai is part of the IBM watsonx platform that brings together new generative AI capabilities, powered by foundation models and traditional machine learning into a powerful studio spanning the AI **Users:** Consultant · **Industries:** Information Technology and Services, Computer Software · **Market Segment:** 41% Small-Business, 31% Enterprise ![Karan S.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Karan S.") KS I like IBM watsonx.ai for its scalability, toolset, and user interface. I also appreciate the capacity and functioning of the capability models.[Read review](https://www.g2.com/products/ibm-watsonx-ai/reviews/ibm-watsonx-ai-review-12546537) ![Surya I.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Surya I.") SI I love using IBM watsonx.ai for its flexibility in choosing the right model for the job - whether it's high-reasoning models for reverse...[Read review](https://www.g2.com/products/ibm-watsonx-ai/reviews/ibm-watsonx-ai-review-12546548) Year Founded 1911 HQ Location Armonk, New York, United States Company Website https://www.ibm.com Twitter @IBMSecurity LinkedIn® Page https://www.linkedin.com/company/1009/ Ownership SWX:IBM Phone 1-866-277-7488 ### [Clarifai](https://www.g2.com/products/clarifai/reviews) [By Clarifai](https://www.g2.com/sellers/clarifai) [ (66)4.3 out of 5 ](https://www.g2.com/products/clarifai/reviews#reviews "Read Clarifai Reviews") Product Description Clarifai is a leader in AI orchestration and development, helping organizations, teams, and developers build, deploy, orchestrate, and operationalize AI at scale. Clarifai’s cutting-edge AI workflow o **Industries:** Computer Software, Information Technology and Services · **Market Segment:** 61% Small-Business, 27% Mid-Market ![Ravindranath T.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Ravindranath T.") RT Clarifai's advanced AI models for picture identification, scene description, and text extraction are extremely accurate and efficient. Its...[Read review](https://www.g2.com/products/clarifai/reviews/clarifai-review-10676724) ![Verified User in Higher Education](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Higher Education") UH The best thing I liked is how fast and easy it is to use. I didn’t need to write too much code and still I could train and deploy a model for my...[Read review](https://www.g2.com/products/clarifai/reviews/clarifai-review-11382036) Year Founded 2013 HQ Location Wilmington, Delaware Company Website https://www.clarifai.com/ Twitter @clarifai LinkedIn® Page https://www.linkedin.com/company/10064814/ ### [Carbon](https://www.g2.com/products/carbonai/reviews) [By Carbon](https://www.g2.com/sellers/carbon) [ (32)4.9 out of 5 ](https://www.g2.com/products/carbonai/reviews#reviews "Read Carbon Reviews") Product Description Carbon is the fastest way to connect external data to LLMs, no matter the source. Our universal retrieval engine allows Large Language Models (LLMs) to search for relevant content across multimedia f **Industries:** Information Technology and Services, Computer Software · **Market Segment:** 97% Small-Business, 3% Mid-Market GF So one thing to understand is that the core of our AI model is long-term memory, which is comprised of conversations, documents, websites, and any...[Read review](https://www.g2.com/products/carbonai/reviews/carbon-review-9676530) ![Xiang L.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Xiang L.") XL So we were one of the early adopters of Carbon which may be a bias since it is likely the reason why our favourite part of their company is their...[Read review](https://www.g2.com/products/carbonai/reviews/carbon-review-9682503) HQ Location Seattle, US Company Website https://carbon.ai Twitter @carbon\_\_ai LinkedIn® Page http://www.linkedin.com/company/usecarbon ### [Voiceflow](https://www.g2.com/products/voiceflow/reviews) [By Voiceflow](https://www.g2.com/sellers/voiceflow) [ (110)4.6 out of 5 ](https://www.g2.com/products/voiceflow/reviews#reviews "Read Voiceflow Reviews") Product Description Voiceflow is a AI agent platform that empowers product teams at mid-market and enterprise companies to design, deploy, and scale AI agents across chat and voice channels. Trusted by teams at StubHub, **Users:** Founder, CEO · **Industries:** Computer Software, Information Technology and Services · **Market Segment:** 61% Small-Business, 15% Mid-Market ![Heidi L.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Heidi L.") HL I like that Voiceflow significantly reduces the need for users to speak to a human by effectively troubleshooting and providing instant answers,...[Read review](https://www.g2.com/products/voiceflow/reviews/voiceflow-review-11842813) ![Harish M.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Harish M.") HM I really appreciate how Voiceflow is both extremely powerful and simple to use. The platform makes it easy to accomplish a wide array of tasks,...[Read review](https://www.g2.com/products/voiceflow/reviews/voiceflow-review-11842934) Year Founded 2019 HQ Location San Francisco, CA Company Website https://www.voiceflow.com/ LinkedIn® Page https://www.linkedin.com/company/voiceflowhq/ ### [TrueFoundry](https://www.g2.com/products/truefoundry/reviews) [By TrueFoundry](https://www.g2.com/sellers/truefoundry) [ (55)4.6 out of 5 ](https://www.g2.com/products/truefoundry/reviews#reviews "Read TrueFoundry Reviews") Product Description TrueFoundry provides an enterprise-grade AI Gateway that encompasses an LLM Gateway, MCP Gateway, and Agent Gateway, enabling enterprises to securely connect, observe, and govern access to models, too **Industries:** Computer Software, Information Technology and Services · **Market Segment:** 49% Mid-Market, 36% Small-Business ![Praveen N.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Praveen N.") PN We evaluated truefoundry as a potential alternative to AWS Sagemaker for hosting ML models. The platform is designed with both novice and...[Read review](https://www.g2.com/products/truefoundry/reviews/truefoundry-review-9756509) ![Verified User in Higher Education](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in Higher Education") UH TrueFoundry indeed makes it easy to deploy auto-scalable ML inference services that saves cost but also makes managing and observing our...[Read review](https://www.g2.com/products/truefoundry/reviews/truefoundry-review-10069567) Year Founded 2021 HQ Location San Francisco, California Company Website https://www.truefoundry.com/ LinkedIn® Page https://www.linkedin.com/company/truefoundry/about ### [Wiro](https://www.g2.com/products/wiro/reviews) [By Wiro.ai](https://www.g2.com/sellers/wiro-ai) [ (29)4.9 out of 5 ](https://www.g2.com/products/wiro/reviews#reviews "Read Wiro Reviews") Product Description Wiro is a unified AI API and generative AI infrastructure platform designed to help organizations build, deploy, and scale AI-powered applications through a single integration. The platform enables de **Industries:** Marketing and Advertising · **Market Segment:** 97% Small-Business, 3% Mid-Market ![Tamer Y.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Tamer Y.") TY Easy access to models,Simple and user-friendly interface[Read review](https://www.g2.com/products/wiro/reviews/wiro-review-12435228) ![Melih Y.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Melih Y.") MY As an indie mobile game developer, I've been using Wiro for my creative ads over the past two months. It's very easy to use and affordable,...[Read review](https://www.g2.com/products/wiro/reviews/wiro-review-12544846) Year Founded 2023 HQ Location San Francisco, CA Company Website https://www.wiro.ai Twitter @wiroai LinkedIn® Page https://www.linkedin.com/company/wiroai ### [Lyzr.ai](https://www.g2.com/products/lyzr-lyzr-ai/reviews) [By Lyzr](https://www.g2.com/sellers/lyzr) [ (39)4.5 out of 5 ](https://www.g2.com/products/lyzr-lyzr-ai/reviews#reviews "Read Lyzr.ai Reviews") Product Description Lyzr is an enterprise AI agent platform that helps organizations design, deploy, and operate autonomous and semi-autonomous agents across business functions such as customer service, sales, human reso **Industries:** Computer Software, Information Technology and Services · **Market Segment:** 69% Small-Business, 18% Mid-Market ![SURJITH S.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "SURJITH S.") SS Its an beginner-friendly application with embedded AI features makes ur setup perfect and curated to your work. Free credits you will get monthly...[Read review](https://www.g2.com/products/lyzr-lyzr-ai/reviews/lyzr-ai-review-11908144) VA I appreciate how Lyzr simplifies the process of building useful AI agents, avoiding unnecessary complexity. During their “Personalized Resume...[Read review](https://www.g2.com/products/lyzr-lyzr-ai/reviews/lyzr-ai-review-12022101) Year Founded 2023 HQ Location New York, USA Company Website https://www.lyzr.ai LinkedIn® Page https://www.linkedin.com/company/lyzr-platform - ‹ Prev‹ Prev - 1 - [2](/categories/generative-ai-infrastructure/free?order=g2_score&page=2#product-list) - [3](/categories/generative-ai-infrastructure/free?order=g2_score&page=3#product-list) - [4](/categories/generative-ai-infrastructure/free?order=g2_score&page=4#product-list) - [5](/categories/generative-ai-infrastructure/free?order=g2_score&page=5#product-list) - [Next ›Next ›](/categories/generative-ai-infrastructure/free?order=g2_score&page=2#product-list)