Best Generative AI Infrastructure Software - Page 28

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, Databricks, AWS Bedrock, Langchain, Google Cloud AI Infrastructure, IBM watsonx.ai, Dataiku, and Elasticsearch.

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

Riften

Who Is the Company Behind Riften?

Robust Intelligence

The Robust Intelligence Model Engine (RIME) helps your team secure your AI lifecycle and prevent AI Failure. Run hundreds of tests to automatically identify implicit assumptions and failures of pre-production models Model production readiness in hours, not months Prioritize developing your models rather than writing tests Standardize the AI testing process across your org

Average Rating: 4.5/5.0

Total Reviews: 2

Who Is the Company Behind Robust Intelligence?

  • Seller: Cisco
  • Year Founded: 1984
  • HQ Location: San Jose, CA
  • Twitter: @Cisco
    720,366 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    95,294 employees on LinkedIn®
  • Ownership: NASDAQ:CSCO

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Robust Intelligence?

Rockfish Data

Generate privacy-preserving data using state-of-the-art deep generative algorithms to operationalize outcome-centric solutions. Our generative data platform is tailored for enterprise operations, addressing critical business needs.

Who Is the Company Behind Rockfish Data?

Rubase

Rubase is a generative media infrastructure platform that enables creation of AI-powered images, videos, audio, and 3D assets. The platform offers developers access to production-ready models through [redacted].The platform provides serverless on-demand GPUs and private enterprise clusters to meet diverse computational needs. The [redacted], background removal, and audio synchronization capabilities.Security features include SOC 2 Type II compliance, end-to-end encryption, and private cloud deployment options. The infrastructure supports operations at scale with enterprise-grade reliability. Non-technical users can access a no-code browser-based playground for content creation. Enterprises receive creative direction services, professional editing, and brand alignment support for marketing-ready assets.

Who Is the Company Behind Rubase?

Run BiOS

Run BiOS is serverless inference for teams running large language models in production. It exposes an OpenAI-compatible API, so you can point the OpenAI SDK at Run BiOS and keep your existing code, authenticating with a standard Authorization: Bearer header. Six model families run behind one API — Claude, DeepSeek, GLM, Kimi, MiniMax and Qwen — with context windows up to one million tokens. BiOS Adaptive routes each request for quality, speed and budget against a published price ceiling. Chat, completions, embeddings and rerank endpoints are supported. Prompts and responses are held in memory and discarded when the request completes: no request logs, no content store, no archive. Pricing is per million tokens from a pre-paid balance, starting at $0.10 per million input tokens, and an endpoint pauses rather than accruing debt if the balance runs out. Teams wanting their own weights can fine-tune with LoRA or QLoRA and deploy to dedicated GPU endpoints billed per second.

Who Is the Company Behind Run BiOS?

Runcrate

Runcrate is an AI cloud platform designed to streamline the development and deployment of artificial intelligence applications. It offers instant access to high-performance GPUs, including NVIDIA H100, H200, A100, and RTX 4090, enabling developers to efficiently train and deploy AI models without the complexities associated with traditional cloud services. With a focus on affordability and ease of use, Runcrate provides a comprehensive suite of tools and services tailored for AI workloads. Key Features: - Instant GPU Deployment: Launch GPU instances in under 60 seconds, allowing for rapid iteration and development. - Integrated Development Environment: Access pre-configured tools such as VS Code Server, Jupyter notebooks, and SSH connectivity directly through the browser, eliminating the need for manual setup. - Flexible Hardware Options: Choose from a range of GPUs, including NVIDIA H100, H200, A100, and RTX 4090, to match specific workload requirements. - Transparent, Cost-Effective Billing: Benefit from per-minute billing with no hidden fees or egress charges, offering significant cost savings compared to major cloud providers. - Scalable Infrastructure: Easily scale from single-node deployments to large clusters, accommodating projects of varying sizes and complexities. Primary Value and Solutions: Runcrate addresses the challenges AI developers face with traditional cloud services, such as high costs, complex configurations, and resource provisioning delays. By offering a user-friendly platform with rapid deployment capabilities and integrated development tools, Runcrate enables teams to focus on innovation and accelerate time-to-market for AI applications. Its transparent pricing model and flexible scaling options ensure that organizations can manage resources efficiently, reducing operational overhead and optimizing performance.

Who Is the Company Behind Runcrate?

  • Seller: Runcrate
  • Year Founded: 2025
  • HQ Location: Middletown, US
  • LinkedIn® Page: linkedin.com
    5 employees on LinkedIn®

RunInfra

Who Is the Company Behind RunInfra?

Runninghub

RunningHub is a cloud-based platform designed to streamline the development and deployment of AI applications using ComfyUI workflows. It offers a comprehensive environment where users can create, edit, and execute AI workflows online, eliminating the need for local installations and hardware constraints. With access to high-performance GPUs and a vast library of pre-installed nodes, RunningHub empowers developers to build and share AI applications efficiently. Key Features and Functionality: - Online Workflow Development: Develop and edit ComfyUI workflows directly in the cloud, facilitating seamless collaboration and version control. - High-Performance Execution: Leverage robust GPUs to execute complex AI workflows swiftly, ensuring optimal performance for resource-intensive tasks. - Extensive Node Library: Access a comprehensive collection of pre-installed nodes, regularly updated to include the latest advancements in AI development. - AI App Publishing: Transform workflows into AI applications and publish them on the platform, enabling monetization and community engagement. - API Integration: Integrate AI workflows into external systems via APIs, allowing for flexible application across various platforms and use cases. Primary Value and User Solutions: RunningHub addresses the challenges of AI application development by providing a cloud-based solution that eliminates the need for local infrastructure and simplifies the development process. By offering an integrated environment with powerful computational resources and a rich set of tools, it enables developers to focus on innovation and rapid deployment. The platform's collaborative features and monetization options further support a vibrant community of AI creators, fostering the sharing and commercialization of AI applications.

Who Is the Company Behind Runninghub?

SaasConstruct

SaaSConstruct is a comprehensive AWS cloud template designed to accelerate the development and deployment of SaaS applications. It offers a full-stack framework that integrates frontend, backend, and cloud infrastructure, enabling developers to launch scalable and production-ready SaaS products efficiently. Key Features: - Full-Stack AWS Integration: Combines a Vue.js and TypeScript frontend with a Python-powered AWS Lambda backend, managed through AWS CDK. - Built-In SaaS Essentials: Includes user authentication, subscription and invoicing management, payment integration, email services, and user dashboards out of the box. - Serverless Architecture: Optimized for minimal AWS operational costs and scalable performance using serverless technologies. - Automated CI/CD Pipelines: Pre-configured continuous integration and deployment workflows streamline updates and maintenance. - AI Integration Support: Supports integration with AI models from AWS Bedrock and OpenAI, including customizable AI chatbots. - Extensible Admin and User Panels: Provides ready-to-use admin and user dashboards with CMS, SEO, internationalization, and blogging capabilities. Primary Value and Solutions: SaaSConstruct addresses the challenges of building and deploying SaaS applications by providing a ready-to-deploy boilerplate that reduces setup time and development costs. Its serverless architecture ensures cost efficiency during development, while built-in features like authentication, payment processing, and AI integration allow developers to focus on innovation and core functionalities. By offering a scalable, production-ready foundation, SaaSConstruct enables rapid MVP development, efficient management of subscription-based services, and the incorporation of advanced AI capabilities, making it an ideal solution for startups and tech entrepreneurs aiming to accelerate their go-to-market strategies.

Who Is the Company Behind SaasConstruct?

Sahara AI

Sahara AI is a decentralized blockchain platform designed to democratize artificial intelligence development by enabling individuals and organizations to create, manage, and monetize AI assets such as models, datasets, and applications. By leveraging blockchain technology, Sahara AI ensures transparent ownership, secure collaboration, and equitable value distribution across the AI ecosystem. Key Features and Functionality: - AI Developer Platform: Provides end-to-end tools for building, training, and deploying AI models and agents, streamlining the development process. - AI Marketplace: Offers a platform to discover, use, and soon upload AI assets like datasets and models, facilitating collaboration and innovation. - On-Chain Asset Registration: Ensures verifiable ownership and transparent attribution of AI assets through blockchain-based registration. - Secure Asset Management: Allows users to store and manage AI assets with full control and privacy, safeguarding intellectual property. - Monetization Opportunities: Enables users to earn revenue by licensing their AI assets, with upcoming features for automated, fair payouts. Primary Value and Solutions: Sahara AI addresses the challenges of centralized AI development by offering a decentralized, transparent, and collaborative environment. It empowers AI developers, data providers, and organizations to retain control over their assets, ensures fair compensation through clear attribution, and fosters innovation by providing access to high-quality datasets and models. By integrating blockchain technology, Sahara AI enhances security, privacy, and trust within the AI development lifecycle, making AI more accessible and equitable for all participants.

Who Is the Company Behind Sahara AI?

  • Seller: Sahara AI
  • Year Founded: 2023
  • HQ Location: Los Angeles, US
  • LinkedIn® Page: www.linkedin.com
    95 employees on LinkedIn®

SAP AI Core

An intelligent document processing solution that extracts, classifies, and processes data from structured, semi-structured, and unstructured business documents using OCR, LLMs, and vision-based extraction. It's natively embedded across SAP applications (S/4HANA, Business Network, Concur, Fieldglass, SuccessFactors, and more), automating tasks like invoice and purchase order handling, receipt capture, and quality certificate processing to cut manual data entry and reduce errors.

Who Is the Company Behind SAP AI Core?

  • Seller: SAP
  • Company Website:
  • Year Founded: 1972
  • HQ Location: Walldorf
  • Twitter: @SAP
    297,052 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    149,349 employees on LinkedIn®

Sciforium

Sciforium builds the next generation of AI models with unprecedented efficiency, privacy, and versatility.

Who Is the Company Behind Sciforium?

  • Seller: Sciforium
  • Year Founded: 2024
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    8 employees on LinkedIn®

Semantic Kernel

Semantic Kernel allows you to seamlessly implement advanced LLM technology into your applications, upgrading your coding capabilities.

Who Is the Company Behind Semantic Kernel?

  • Seller: Microsoft
  • Year Founded: 1975
  • HQ Location: Redmond, Washington
  • Twitter: @microsoft
    13,091,739 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    232,750 employees on LinkedIn®
  • Ownership: MSFT
Bijou Barry
BB
Researched and written by Bijou Barry
Updated April 9, 2026