# The Top 20 Generative AI Infrastructure Software Check out this list of the top Generative AI Infrastructure Software products based on user satisfaction. A product's satisfaction score is calculated by a[proprietary algorithm](https://sell.g2.com/g2-scoring-methodologies)that factors in real-user satisfaction ratings from review data. Software buyers can compare products according to their satisfaction scores to streamline the buying process and quickly identify the best products based on the experiences of their peers. 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All SegmentsEnterprise ( \>1000 emp.)Small Business (50 or fewer emp.)Mid-Market (51-1000 emp.)All RegionsEuropeAsiaNorth America The Top 20 Generative AI Infrastructure Software [![linkedin](/assets/social-logos/linkedin-afe65e46604a5bd5105ab9c856116204040b6b3f2b2d42562fc8071ca0c48ca0.svg "linkedin")](https://www.linkedin.com/shareArticle?mini=true&summary=Compare+the+best+business+software+and+services+based+on+user+ratings+and+social+data.+Reviews+for+CRM%2C+ERP%2C+CAD%2C+PDM%2C+HR%2C+and+Marketing+software.&title=Highest+Rated+Generative+AI+Infrastructure+Software+in+2026+%7C+G2&url=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fgenerative-ai-infrastructure%3Ftab%3Dhighest_rated) [![twitter](/assets/social-logos/twitter-61aaec80434c71387b8f7326e480592eae71c0a65afd051d66fce9b75a9bf417.svg "twitter")](https://twitter.com/intent/tweet?text=Highest+Rated+Generative+AI+Infrastructure+Software+in+2026+%7C+G2&url=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fgenerative-ai-infrastructure%3Ftab%3Dhighest_rated&via=G2dotcom) [![facebook](/assets/social-logos/facebook-350d0b410d6b10debcf893050e803a8633d53561aa42807b087b8daf9be3668f.svg "facebook")](https://www.facebook.com/sharer/sharer.php?u=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fgenerative-ai-infrastructure%3Ftab%3Dhighest_rated) [![gmail](/assets/social-logos/gmail-6db42f21e7c254fae201b112bef0dd15d25223a5cbb32691ce80eab43761eadf.svg "gmail")](https://mail.google.com/mail/?view=cm&fs=1&tf=1&to=&su=Highest+Rated+Generative+AI+Infrastructure+Software+in+2026+%7C+G2&body=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fgenerative-ai-infrastructure%3Ftab%3Dhighest_rated%0aCompare+the+best+business+software+and+services+based+on+user+ratings+and+social+data.+Reviews+for+CRM%2C+ERP%2C+CAD%2C+PDM%2C+HR%2C+and+Marketing+software.) [![mail](/assets/social-logos/mail-d55c53b04bf49872e40cd2443b85a99caa23394e6cf154ae32a9d08377c15d86.svg "mail")](mailto:?subject=Highest+Rated+Generative+AI+Infrastructure+Software+in+2026+%7C+G2&body=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fgenerative-ai-infrastructure%3Ftab%3Dhighest_rated%0aCompare+the+best+business+software+and+services+based+on+user+ratings+and+social+data.+Reviews+for+CRM%2C+ERP%2C+CAD%2C+PDM%2C+HR%2C+and+Marketing+software.) ![copy_link](/assets/social-logos/copy_link-05d8dc5dc8576fc78425ad34d07241b060878835e555a30417ff41c18335e575.svg "copy\_link") All SegmentsEnterprise ( \>1000 emp.)Small Business (50 or fewer emp.)Mid-Market (51-1000 emp.)All RegionsEuropeAsiaNorth America [Collapse AllExpand All](#) G2 Satisfaction Score Information Compare [Expand/Collapse Databricks](#) #1 [![Databricks](https://images.g2crowd.com/uploads/product/hd_favicon/135d1c9e39e19ef56dc8d0bf90fce20f/databricks.svg)](/products/databricks/reviews) [Databricks](/products/databricks/reviews "Databricks") 100 [Expand/Collapse Databricks](#) Overall Satisfaction Score 100 Top Industries of Reviewers: Information Technology and Services 38% Financial Services 26% Computer Software 24% Consulting 12% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 9.0 Meets Requirements Average: 9.1 9.2 Ease of Doing Business With Average: 7.4 9.4 Ease of Setup Average: 9.1 8.8 Quality of Support Average: 9.1 9.2 Ease of Admin Average: 6.8 9.1 [Expand/Collapse Gemini Enterprise Agent Platform](#) #2 [![Gemini Enterprise Agent Platform](https://images.g2crowd.com/uploads/product/hd_favicon/6efc32195e73db7d34376f30b0091141/gemini-enterprise-agent-platform.svg)](/products/gemini-enterprise-agent-platform/reviews) [Gemini Enterprise Agent Platform](/products/gemini-enterprise-agent-platform/reviews "Gemini Enterprise Agent Platform") 93 [Expand/Collapse Gemini Enterprise Agent Platform](#) Overall Satisfaction Score 93 Top Industries of Reviewers: Computer Software 37% Information Technology and Services 34% Consulting 15% Financial Services 14% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 8.4 Meets Requirements Average: 9.1 8.9 Ease of Doing Business With Average: 7.4 9.0 Ease of Setup Average: 9.1 8.8 Quality of Support Average: 9.1 8.7 Ease of Admin Average: 6.8 8.5 [Expand/Collapse Metaprise Agent Operating System](#) #3 [![Metaprise Agent Operating System](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_56a443381d402ce4f4c26e853ca1c0f0/metaprise-agent-operating-system.png)](/products/metaprise-agent-operating-system/reviews) [Metaprise Agent Operating System](/products/metaprise-agent-operating-system/reviews "Metaprise Agent Operating System") 87 [Expand/Collapse Metaprise Agent Operating System](#) Overall Satisfaction Score 87 Top Industries of Reviewers: Computer Software 42% Marketing and Advertising 26% Financial Services 21% Food & Beverages 11% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 9.9 Meets Requirements Average: 9.1 9.0 Ease of Doing Business With Average: 7.4 0.0 Ease of Setup Average: 9.1 9.8 Quality of Support Average: 9.1 8.9 Ease of Admin Average: 6.8 0.0 [Expand/Collapse Wirestock](#) #4 [![Wirestock](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_11136e7a626428fc1ccfd41dbe8b7e55/wirestock.jpg)](/products/wirestock/reviews) [Wirestock](/products/wirestock/reviews "Wirestock") 77 [Expand/Collapse Wirestock](#) Overall Satisfaction Score 77 Top Industries of Reviewers: Photography 38% Design 23% Arts and Crafts 23% Graphic Design 15% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 9.6 Meets Requirements Average: 9.1 9.3 Ease of Doing Business With Average: 7.4 0.0 Ease of Setup Average: 9.1 9.5 Quality of Support Average: 9.1 9.7 Ease of Admin Average: 6.8 0.0 [Expand/Collapse AWS Bedrock](#) #5 [![AWS Bedrock](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_dd674051aa4dc7d0dfc8b7737b799e0b/aws-bedrock.jpg)](/products/aws-bedrock/reviews) [AWS Bedrock](/products/aws-bedrock/reviews "AWS Bedrock") 74 [Expand/Collapse AWS Bedrock](#) Overall Satisfaction Score 74 Top Industries of Reviewers: Information Technology and Services 46% Computer Software 32% Hospital & Health Care 11% Financial Services 11% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 8.6 Meets Requirements Average: 9.1 9.0 Ease of Doing Business With Average: 7.4 9.0 Ease of Setup Average: 9.1 8.8 Quality of Support Average: 9.1 8.7 Ease of Admin Average: 6.8 9.2 [Expand/Collapse Google Cloud AI Infrastructure](#) #6 [![Google Cloud AI Infrastructure](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_9bffa359ebdf62613b74920d787d784b/google-cloud-ai-infrastructure.jpg)](/products/google-cloud-ai-infrastructure/reviews) [Google Cloud AI Infrastructure](/products/google-cloud-ai-infrastructure/reviews "Google Cloud AI Infrastructure") 74 [Expand/Collapse Google Cloud AI Infrastructure](#) Overall Satisfaction Score 74 Top Industries of Reviewers: Information Technology and Services 48% Computer Software 33% Leisure, Travel & Tourism 10% Marketing and Advertising 10% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 9.1 Meets Requirements Average: 9.1 9.1 Ease of Doing Business With Average: 7.4 9.4 Ease of Setup Average: 9.1 9.3 Quality of Support Average: 9.1 8.8 Ease of Admin Average: 6.8 9.4 [Expand/Collapse Wiro](#) #7 [![Wiro](https://images.g2crowd.com/uploads/product/hd_favicon/21dd7fb618b1cc6262913e498ef3f91a/wiro.svg)](/products/wiro/reviews) [Wiro](/products/wiro/reviews "Wiro") 71 [Expand/Collapse Wiro](#) Overall Satisfaction Score 71 Top Industries of Reviewers: Entertainment 25% Marketing and Advertising 25% Computer Software 25% Online Media 25% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 9.7 Meets Requirements Average: 9.1 9.8 Ease of Doing Business With Average: 7.4 0.0 Ease of Setup Average: 9.1 9.1 Quality of Support Average: 9.1 10.0 Ease of Admin Average: 6.8 0.0 [Expand/Collapse Aporia](#) #8 [![Aporia](https://images.g2crowd.com/uploads/product/hd_favicon/82a6d903ee8cc856131c7c2e63bd0f0e/aporia.svg)](/products/aporia/reviews) [Aporia](/products/aporia/reviews "Aporia") 69 [Expand/Collapse Aporia](#) Overall Satisfaction Score 69 Top Industries of Reviewers: Computer Software 56% Information Technology and Services 22% Facilities Services 11% Financial Services 11% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 10.0 Meets Requirements Average: 9.1 9.5 Ease of Doing Business With Average: 7.4 10.0 Ease of Setup Average: 9.1 10.0 Quality of Support Average: 9.1 9.9 Ease of Admin Average: 6.8 9.4 [Expand/Collapse Saturn Cloud](#) #9 [![Saturn Cloud](https://images.g2crowd.com/uploads/product/hd_favicon/520adbd08b72718675adf9b96e4ac3f0/saturn-cloud-saturn-cloud.svg)](/products/saturn-cloud-saturn-cloud/reviews) [Saturn Cloud](/products/saturn-cloud-saturn-cloud/reviews "Saturn Cloud") 69 [Expand/Collapse Saturn Cloud](#) Overall Satisfaction Score 69 Top Industries of Reviewers: Computer Software 47% Information Technology and Services 23% Research 20% Design 10% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 9.5 Meets Requirements Average: 9.1 9.2 Ease of Doing Business With Average: 7.4 9.9 Ease of Setup Average: 9.1 9.6 Quality of Support Average: 9.1 9.4 Ease of Admin Average: 6.8 9.9 [Expand/Collapse Langchain](#) #10 [![Langchain](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_325487375e1e9456e856a78e811f5fc1/langchain.png)](/products/langchain/reviews) [Langchain](/products/langchain/reviews "Langchain") 67 [Expand/Collapse Langchain](#) Overall Satisfaction Score 67 Top Industries of Reviewers: Computer Software 52% Information Technology and Services 39% Computer & Network Security 4% Biotechnology 4% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 9.0 Meets Requirements Average: 9.1 9.4 Ease of Doing Business With Average: 7.4 8.7 Ease of Setup Average: 9.1 8.9 Quality of Support Average: 9.1 9.0 Ease of Admin Average: 6.8 8.7 [Expand/Collapse Workato](#) #11 [![Workato](https://images.g2crowd.com/uploads/product/hd_favicon/5e21242185438a3b63b0b3cc5eb921b0/workato.svg)](/products/workato/reviews) [Workato](/products/workato/reviews "Workato") 65 [Expand/Collapse Workato](#) Overall Satisfaction Score 65 Top Industries of Reviewers: Information Technology and Services 55% Computer Software 23% Financial Services 14% Higher Education 9% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 9.2 Meets Requirements Average: 9.1 9.4 Ease of Doing Business With Average: 7.4 9.5 Ease of Setup Average: 9.1 9.2 Quality of Support Average: 9.1 9.2 Ease of Admin Average: 6.8 9.0 [Expand/Collapse Voiceflow](#) #12 [![Voiceflow](https://images.g2crowd.com/uploads/product/hd_favicon/7172e0f6386a531694ecb2c6d66ed7bc/voiceflow.svg)](/products/voiceflow/reviews) [Voiceflow](/products/voiceflow/reviews "Voiceflow") 60 [Expand/Collapse Voiceflow](#) Overall Satisfaction Score 60 Top Industries of Reviewers: Information Technology and Services 46% Computer Software 23% Automotive 15% Banking 15% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 9.3 Meets Requirements Average: 9.1 9.1 Ease of Doing Business With Average: 7.4 9.7 Ease of Setup Average: 9.1 9.5 Quality of Support Average: 9.1 8.8 Ease of Admin Average: 6.8 9.6 [Expand/Collapse IBM watsonx.ai](#) #13 [![IBM watsonx.ai](https://images.g2crowd.com/uploads/product/image/thumb_square/thumb_square_24bb2b0b5af8e7d875ea09d767bcb097/ibm-watsonx-ai.jpg)](/products/ibm-watsonx-ai/reviews) [IBM watsonx.ai](/products/ibm-watsonx-ai/reviews "IBM watsonx.ai") 60 [Expand/Collapse IBM watsonx.ai](#) Overall Satisfaction Score 60 Top Industries of Reviewers: Information Technology and Services 36% Computer Software 36% Banking 14% Computer & Network Security 14% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 9.3 Meets Requirements Average: 9.1 9.0 Ease of Doing Business With Average: 7.4 8.3 Ease of Setup Average: 9.1 8.7 Quality of Support Average: 9.1 9.1 Ease of Admin Average: 6.8 8.6 [Expand/Collapse Elasticsearch](#) #14 [![Elasticsearch](https://images.g2crowd.com/uploads/product/hd_favicon/e7602b1e1f7be279a08b2d0959fa2432/elastic-elasticsearch.svg)](/products/elastic-elasticsearch/reviews) [Elasticsearch](/products/elastic-elasticsearch/reviews "Elasticsearch") 57 [Expand/Collapse Elasticsearch](#) Overall Satisfaction Score 57 Top Industries of Reviewers: Telecommunications 31% Information Technology and Services 25% Financial Services 25% Computer Software 19% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 8.7 Meets Requirements Average: 9.1 9.1 Ease of Doing Business With Average: 7.4 9.0 Ease of Setup Average: 9.1 8.7 Quality of Support Average: 9.1 9.1 Ease of Admin Average: 6.8 8.6 [Expand/Collapse Portkey](#) #15 [![Portkey](https://images.g2crowd.com/uploads/product/hd_favicon/6c1e3f74abeb417cad74f7bb23e7f2c3/portkey.svg)](/products/portkey/reviews) [Portkey](/products/portkey/reviews "Portkey") 56 [Expand/Collapse Portkey](#) Overall Satisfaction Score 56 Top Industries of Reviewers: Computer Software 58% Information Technology and Services 25% E-Learning 8% Computer Games 8% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 9.3 Meets Requirements Average: 9.1 9.3 Ease of Doing Business With Average: 7.4 9.5 Ease of Setup Average: 9.1 9.2 Quality of Support Average: 9.1 9.1 Ease of Admin Average: 6.8 9.4 [Expand/Collapse Dataiku](#) #16 [![Dataiku](https://images.g2crowd.com/uploads/product/hd_favicon/3fe6cc82516a2babaa3dfd8f9dfcc4b3/dataiku.svg)](/products/dataiku/reviews) [Dataiku](/products/dataiku/reviews "Dataiku") 52 [Expand/Collapse Dataiku](#) Overall Satisfaction Score 52 Top Industries of Reviewers: Consulting 36% Banking 21% Information Technology and Services 21% Insurance 21% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 8.6 Meets Requirements Average: 9.1 8.3 Ease of Doing Business With Average: 7.4 8.9 Ease of Setup Average: 9.1 8.1 Quality of Support Average: 9.1 8.3 Ease of Admin Average: 6.8 8.7 [Expand/Collapse Botpress](#) #17 [![Botpress](https://images.g2crowd.com/uploads/product/hd_favicon/b0bcdaac035b8ee31609366c73c04498/botpress.svg)](/products/botpress/reviews) [Botpress](/products/botpress/reviews "Botpress") 42 [Expand/Collapse Botpress](#) Overall Satisfaction Score 42 Top Industries of Reviewers: Information Technology and Services 44% Computer Software 30% Higher Education 15% Consulting 11% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 8.6 Meets Requirements Average: 9.1 8.5 Ease of Doing Business With Average: 7.4 8.7 Ease of Setup Average: 9.1 8.0 Quality of Support Average: 9.1 7.7 Ease of Admin Average: 6.8 8.2 [Expand/Collapse Altair AI Studio](#) #18 [![Altair AI Studio](https://images.g2crowd.com/uploads/product/hd_favicon/501888c80a82c58e3c4f752bbd3902f5/rapidminer-studio.svg)](/products/rapidminer-studio/reviews) [Altair AI Studio](/products/rapidminer-studio/reviews "Altair AI Studio") 40 [Expand/Collapse Altair AI Studio](#) Overall Satisfaction Score 40 Top Industries of Reviewers: Education Management 39% Higher Education 33% Research 17% Banking 11% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 8.9 Meets Requirements Average: 9.1 9.4 Ease of Doing Business With Average: 7.4 8.6 Ease of Setup Average: 9.1 8.6 Quality of Support Average: 9.1 9.6 Ease of Admin Average: 6.8 0.0 [Expand/Collapse TrueFoundry](#) #19 [![TrueFoundry](https://images.g2crowd.com/uploads/product/hd_favicon/1a25e8f129bc7f424b807ca1f32ae7a5/truefoundry.svg)](/products/truefoundry/reviews) [TrueFoundry](/products/truefoundry/reviews "TrueFoundry") 40 [Expand/Collapse TrueFoundry](#) Overall Satisfaction Score 40 Top Industries of Reviewers: Information Technology and Services 40% Computer Software 40% Entertainment 13% Pharmaceuticals 7% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 8.5 Meets Requirements Average: 9.1 8.8 Ease of Doing Business With Average: 7.4 10.0 Ease of Setup Average: 9.1 9.2 Quality of Support Average: 9.1 8.7 Ease of Admin Average: 6.8 9.2 [Expand/Collapse StackAI](#) #20 [![StackAI](https://images.g2crowd.com/uploads/product/hd_favicon/e2140d87b28c05f562f9ca16bb273bfe/stackai.svg)](/products/stackai/reviews) [StackAI](/products/stackai/reviews "StackAI") 38 [Expand/Collapse StackAI](#) Overall Satisfaction Score 38 Top Industries of Reviewers: Higher Education 38% Marketing and Advertising 25% Education Management 25% Venture Capital & Private Equity 13% Ratings from Reviews (out of 10): Ease of Use Average: 9.1 9.5 Meets Requirements Average: 9.1 9.0 Ease of Doing Business With Average: 7.4 0.0 Ease of Setup Average: 9.1 9.4 Quality of Support Average: 9.1 9.4 Ease of Admin Average: 6.8 0.0