Best Generative AI Infrastructure Software for Small Business - Page 2

How Many Generative AI Infrastructure Software Products Does G2 Track?

Total Products under this Category: 488

Category Stats (Sep 2026)

  • Average Rating: 4.51/5 (↑0.01 vs Aug 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Metaprise Agent Operating System (+62.24%) - Among all products in this category, Metaprise Agent Operating System recorded the largest rating increase compared to last month

Last updated: September 01, 2026

How Does G2 Rank Generative AI Infrastructure Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 7,900+ Authentic Reviews
  • 488+ Products
  • Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

G2 Grid® for Generative AI Infrastructure Software

G2 Grid® for Generative AI Infrastructure Software plotting products by satisfaction and market presence

Highlighted products: Gemini Enterprise Agent Platform, Langchain, Google Cloud AI Infrastructure, Wirestock, IBM watsonx.ai, Wiro, AWS Bedrock, and Voiceflow.

Underlying data: [Grid® JSON](https://www.g2.com/categories/generative-ai-infrastructure/grids.json?focus%5B%5D=gemini-enterprise-agent-platform&focus%5B%5D=langchain&focus%5B%5D=google-cloud-ai-infrastructure&focus%5B%5D=wirestock&focus%5B%5D=ibm-watsonx-ai&focus%5B%5D=wiro&focus%5B%5D=aws-bedrock&focus%5B%5D=voiceflow&segment=small-business)

Altair AI Studio

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 organization. Altair AI Studio includes: - Full generative AI functionality with access to hundreds of large language models (LLMs). - Intuitive and powerful drag-and-drop canvases that give users code-like control without complexity. - Award-winning auto ML with automated clustering, predictive modeling, feature engineering, and time series forecasting. - Data connectivity, exploration, and preparation. - Deploy and manage AI projects and models at enterprise scale. - Collaborate with team members in the same environment without having to worry about overwriting each other's work. - Unify the entire data science lifecycle from data exploration and machine learning to model operations and visualization and deploy in the cloud. Altair AI Studio helps users make powerful insights accessible to the entire organization and can scale seamlessly for users and enterprises. Altair AI studio enables organizations to derive significant value from AI with minimal cost and operational impact.

Average Rating: 4.6/5.0

Total Reviews: 506

Who Is the Company Behind Altair AI Studio?

  • Seller: Altair
  • Company Website:
  • Year Founded: 1985
  • HQ Location: Troy, MI
  • LinkedIn® Page: www.linkedin.com
    2,630 employees on LinkedIn®
  • Ownership: NASDAQ:ALTR

Who Uses This Product?

  • Who Uses This: Student, Professor
  • Top Industries: Higher Education, Education Management
  • Company Size: 42% Small, 31% Large

What Do G2 Reviewers Say About Altair AI Studio?

AI-generated summary from verified user reviews

Pros
  • Users praise the ease of use of Altair AI Studio, finding its interface intuitive and beneficial for data tasks.
  • Users value the no-code machine learning capabilities of Altair AI Studio, facilitating easy model creation and analysis.
  • Users value the seamless AI integration of Altair AI Studio, enhancing decision-making and improving efficiency across organizations.
  • Users appreciate the advanced machine learning and data analytics in Altair AI Studio for smarter decision-making and efficiency.
  • Users value the automation capabilities of Altair AI Studio, enhancing efficiency in data processing and decision making.
Cons
  • Users find the complexity of Altair AI Studio challenging, particularly with language support and integrating legacy systems.
  • Users experience slower performance when handling large datasets in Altair AI Studio, affecting their efficiency and experience.
  • Users experience slow performance when handling large datasets, leading to slowdowns or freezing during usage.
  • Users find the complexity issues of Altair AI Studio frustrating, especially due to limited support resources.
  • Users find the complex usage of Altair AI Studio challenging, especially due to limited documentation and steep learning curve.

What Are Recent G2 Reviews of Altair AI Studio?

What Are G2 Users Discussing About Altair AI Studio?

Carbon

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 file formats, websites, and 15+ data sources, including Dropbox, Google Drive, OneDrive, GMail, and Notion. We're purpose-built for multi-tenant use cases, and our software development kits (SDKs) simplify access controls, file synchronization, and third-party authentication, requiring minimal effort from developers. Carbon enables businesses to easily and safely integrate state-of-the-art semantic search and question-answering capabilities into their applications, knowledge bases, websites, chatbots, agents, or support helpdesks at an affordable price.

Average Rating: 4.9/5.0

Total Reviews: 32

Who Is the Company Behind Carbon?

  • Seller: Carbon
  • HQ Location: Seattle, US
  • Twitter: @carbon__ai
    791 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    3 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 97% Small, 3% Medium

What Do G2 Reviewers Say About Carbon?

AI-generated summary from verified user reviews

Pros
  • Users value the ease of use of Carbon, praising its intuitive design and seamless integration with existing tools.
  • Users value the extensive integrations of Carbon, appreciating the smooth connection with existing tools and data consistency.
  • Users appreciate the responsive customer support of Carbon, making the implementation process smooth and efficient.
  • Users value the easy data integration and efficiency of Carbon, enhancing workflow and supporting AI applications seamlessly.
  • Users praise the ease of implementation with Carbon, enabling quick integration and streamlined workflows effortlessly.
Cons
  • Users find Carbon to be expensive, especially as usage increases, which affects overall affordability and value.
  • Users face complexity issues when setting up Carbon, often needing engineer assistance for full integration and utilization.
  • Users find the difficult setup of Carbon requires engineering assistance, complicating the initial use and feature access.
  • Users find the limited customization options in Carbon restrict their ability to tailor the platform to their needs.
  • Users face challenges with poor documentation, complicating tasks like API creation and performance reporting in Carbon.

What Are Recent G2 Reviews of Carbon?

Promptly

Enterprise ready AI platform to build AI Agents, workflows and applications with your data. Single platform to simplify and automate your workflows.

Average Rating: 4.3/5.0

Total Reviews: 13

Who Is the Company Behind Promptly?

  • Seller: TryPromptly
  • Year Founded: 2023
  • HQ Location: Milpitas, CA
  • Twitter: @trypromptly
    341 Twitter followers
  • LinkedIn® Page: linkedin.com
    2 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 71% Small, 14% Large

What Do G2 Reviewers Say About Promptly?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of Promptly for daily data analysis tasks with Power BI.
  • Users find Promptly to be an easy-to-use AI tool, seamlessly integrating into daily tasks like data analysis.
Cons
  • Users find that Promptly has accuracy issues, with content generation occasionally deviating from the intended query.

What Are Recent G2 Reviews of Promptly?