Best Generative AI Infrastructure Software - Page 24

How Many Generative AI Infrastructure Software Products Does G2 Track?

Total Products under this Category: 506

Category Stats (Oct 2026)

  • Average Rating: 4.49/5 (↓0.02 vs Sep 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Together.ai (+8.3%) - Among all products in this category, Together.ai recorded the largest rating increase compared to last month

Last updated: October 29, 2026

How Does G2 Rank Generative AI Infrastructure Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 7,300+ Authentic Reviews
  • 506+ 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: Databricks, Gemini platform, Langchain, AWS Bedrock, Firecrawl, Together.ai, Google Cloud AI Infrastructure, and IBM watsonx.ai.

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

Myple

Myple is a comprehensive cloud platform designed to facilitate the development, scaling, and security of AI applications. It offers developers a streamlined environment to deploy production-ready AI solutions tailored to specific needs, emphasizing optimal user and developer experiences. With support for multiple programming languages and frameworks, Myple ensures seamless integration and rapid deployment of AI functionalities. Key Features and Functionality: - Multi-Language SDKs: Provides open-source SDKs compatible with Node.js, Python, Go, Rust, and REST, enabling developers to integrate AI capabilities within minutes. - Command-Line Interface (CLI): Offers a user-friendly CLI with keyboard shortcuts, allowing efficient navigation and management of AI applications without reliance on graphical interfaces. - Pre-Built Templates: Supplies customizable templates, such as RAG chatbots and AI agents for Gmail, to expedite project initiation and development. - Tool Integration: Facilitates easy connection with preferred tools and services, enhancing productivity without the need for extensive coding. - Scalable Plans: Offers various pricing tiers, including a free 'Hacker' plan for small projects and personal use, a 'Team' plan for startups requiring collaboration features, and a 'Scale' plan tailored to extensive needs with custom solutions. Primary Value and User Solutions: Myple addresses the complexities associated with building and deploying AI applications by providing a unified platform that simplifies integration, enhances scalability, and ensures security. It empowers developers to focus on innovation by reducing the time and effort required for setup and maintenance. By offering a range of tools, templates, and support for multiple programming languages, Myple caters to diverse development needs, making AI application development more accessible and efficient.

Who Is the Company Behind Myple?

  • Seller: Myple
  • Year Founded: 2023
  • HQ Location: Milan, IT
  • LinkedIn® Page: linkedin.com
    1 employees on LinkedIn®

NetMind Serverless Inference

Cheapest DeepSeek-R1-0528 inference API on the market & Pay as you go! We offer the cheapest DeepSeek-R1-0528 inference API ($0.5 | $1) among competitive providers with the 2nd highest output speed (51 tps) & 99.9999% uptime, optimized for speed, stability, & operational flexibility Additionally, our inference platform has 50+ latest off-the-shelf models (e.g. Qwen3, Llama4, Gemma 3, FLUX, StableDiffusion, & HunyuanVideo), covering LLMs, image, text, audio, and video processing. And as each new generation of leading-edge models goes live, we’ll again be among the first to make them available on our inference platform, just as we always do. Everything at NetMind is built for users who need speed, stability, and control. You can stream tokens or request the full completion, and tweak temperature, top-p, max-tokens, or system messages on the fly. Our built-in function calling lets you trigger external tools directly from model outputs. You can also integrate any MCP (Model Context Protocol) server into your project. Pricing: We offer each user $0.50 in free credit every month, and our pricing is strictly pay-as-you-go, you can scale up when demand surges and pay nothing when it doesn’t. NetMind Inference provides additional features including: Independent Infrastructure - Self-hosted inference engine, fully owned and operated. No part of the workload depends on third-party hosting - Deployed in SOC-compliant environments, which enforces strict controls over data security, availability, and confidentiality - No dependency on hyperscaler clouds, your workloads stay on independent infrastructure, freeing you from vendor lock-in and insulating operations from large-provider outages. Advanced Features Built for Developers - Function calling: the model can return structured JSON arguments that trigger your own APIs or microservices, automating downstream tasks. - Dynamic routing and fallback support: your requests are automatically steered to the healthiest model or region based on live latency and error rates - Token-level rate limiting and fine-grained control: set precise ceilings on the number of tokens each key can consume or generate, safeguarding budgets and preventing runaway usage. - Unified API experience across models: one NetMind Key unlocks everything for you! How to Get Started No enterprise deal or sales conversation is required. To run DeepSeek on our infrastructure, 1. Visit our website's model library 2. Create an API token: Access is self-serve and instant. 3. Start integrating: Use our documentation and SDKs to deploy DeepSeek for your use case—whether it’s for internal tools, customer-facing products, or research. NetMind Elevate Programme The NetMind Elevate Program provides AI startups with free and subsidized access to high-performance compute for inference. Each participant receives monthly inference credits and can apply for up to $10,000 in credits, awarded on a first-come, first-served basis. Elevate helps early-stage teams overcome infrastructure barriers during critical phases like deployment, scaling, and iteration. In addition to A100, H100, and L40 GPUs and API-level control, participants receive startup-focused AI consulting to guide architecture, optimization, and growth. The program’s founder-friendly model supports capital efficiency, making it ideal for teams building applied AI products that demand high-speed, cost-effective inference.

Who Is the Company Behind NetMind Serverless Inference?

  • Seller: NetMind.AI
  • Year Founded: 2021
  • HQ Location: London, GB
  • Twitter: @NetmindAi
    45,991 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    31 employees on LinkedIn®

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How it works

NeuralTrust

NeuralTrust is the leading security platform for generative AI, offering a unified command center for real-time defense and offense. Its open source AI gateway delivers the fastest performance in the market for managing LLM traffic, while its automated red teaming engine proactively uncovers vulnerabilities, ensuring robust protection for your AI systems.

Who Is the Company Behind NeuralTrust?

Neurophos

Exaflop optical AI acceleration.

Who Is the Company Behind Neurophos?

Nevermined

Nevermined is a comprehensive billing and payments infrastructure tailored for AI agents, enabling developers to monetize their AI services efficiently. By offering flexible pricing models—usage-based, outcome-based, and value-based—Nevermined allows AI providers to select the optimal strategy for their services. The platform ensures precise, real-time metering of every interaction, guaranteeing transparent billing and immediate revenue collection. Additionally, Nevermined provides robust observability tools, offering insights into agent performance and user engagement, which are crucial for scaling operations and maximizing profitability. Key Features and Functionality: - Flexible Pricing Models: Implement usage-based, outcome-based, or value-based pricing to align with your service's value proposition. - Real-Time Metering and Billing: Accurately track every request and automate billing processes, ensuring no revenue is lost. - Instant Payments: Receive payments instantly in fiat or cryptocurrency, enhancing cash flow and financial agility. - Comprehensive Observability: Monitor agent performance, user behavior, and revenue streams through detailed analytics. - Agent Identity Management: Assign unique, portable IDs to each agent, facilitating seamless integration across various platforms and environments. Primary Value and User Solutions: Nevermined addresses the complexities of monetizing AI agents by providing a streamlined, secure, and scalable infrastructure. It eliminates the need for developers to build custom billing systems, reducing time-to-market and operational overhead. By offering transparent and flexible pricing models, it enhances customer trust and satisfaction. The platform's real-time metering and instant payment capabilities ensure that developers capture the full value of their AI services without delay. Furthermore, its observability tools empower users to make data-driven decisions, optimizing performance and revenue generation.

Who Is the Company Behind Nevermined?

NinjaTools

NinjaTools is an all-in-one AI workspace that consolidates over 14 leading AI models, including GPT-4, Claude 3, Gemini 1.5, and Midjourney, into a single, user-friendly platform. Designed for creators, marketers, developers, and professionals, NinjaTools streamlines workflows by providing diverse AI capabilities without the need for multiple subscriptions. Key Features and Functionality: - Multi-Model Integration: Access and compare outputs from top AI models such as GPT-4, Claude 3, Gemini 1.5, and Midjourney within a unified interface, enabling users to select the most suitable model for their specific tasks. - Content Generation: Create high-quality text, images, videos, and music effortlessly. Utilize advanced AI tools for writing assistance, image generation, short-form video creation, and music composition. - Document Interaction: Upload PDFs and engage in interactive AI-powered chats to extract insights, summarize content, and answer questions directly from your documents. - Coding Assistance: Generate, debug, and optimize code across multiple programming languages, facilitating efficient development processes for both novice and experienced developers. - Prompt Library: Access a curated collection of prompts categorized by domains such as marketing, social media, and human resources to inspire and streamline content creation. - Chat Synchronization: Synchronize and back up chat data across different AI models, ensuring organized and accessible communication for enhanced productivity and collaboration. Primary Value and User Solutions: NinjaTools addresses the challenge of managing multiple AI subscriptions by offering a comprehensive suite of tools within a single platform, resulting in significant cost savings—up to $600 annually compared to separate subscriptions. By integrating diverse AI functionalities, it eliminates the need to switch between different applications, thereby enhancing efficiency and productivity. Whether for content creation, coding, research, or design, NinjaTools provides a versatile and cost-effective solution tailored to meet the dynamic needs of modern professionals.

Who Is the Company Behind NinjaTools?

Node.Kitchen

Node.Kitchen specializes in crafting bespoke cloud ecosystems tailored to meet specific business requirements. Leveraging high-quality tools and technologies such as artificial intelligence, AWS Cloud Services, and human expertise, their unique Cloud Architecture Solutions effectively align business needs with customer expectations. Key Features and Functionality: - DevOps Pipelines and Solution Implementations: Expertise in building development pipelines and implementing solutions that enhance communication and collaboration between development and operations teams. - Cloud Architecture Ingredients: Utilization of AWS services including EC2, VPC, API Gateway, Lambda, SNS, SES, SQS, Kinesis, S3, Glue, and Athena to build robust cloud architectures. - AI and Machine Learning Integrations: Development of Alexa Skills, implementation of Google Assistant actions, and expertise in AWS SageMaker to build, train, and deploy machine learning models. Primary Value and Solutions Provided: Node.Kitchen bridges the gap between business needs and customer demands by creating customized cloud solutions that enhance operational efficiency and scalability. Their services enable businesses to automate tasks, manage complex environments, and adapt development speeds, thereby improving overall performance and customer satisfaction.

Who Is the Company Behind Node.Kitchen?

NoInfra

NoInfra is a platform that enables users to deploy hosted AI agents without the complexities of infrastructure setup, provider key management, or runtime configuration. By offering a ready-to-use environment, NoInfra allows individuals and organizations to focus on leveraging AI capabilities without the overhead of technical setup. Key Features and Functionality: - No Setup Required: Users can launch AI agents instantly without the need for configuring servers, managing API keys, or handling infrastructure. - Managed Runtime: NoInfra provides a fully managed runtime environment, ensuring that AI agents operate smoothly and efficiently. - Starter Tokens: Each user begins with 1,000,000 tokens, facilitating immediate experimentation and deployment of AI agents. - Diverse Use Cases: The platform supports a variety of applications, including: - Study Summarization: Transform readings, papers, and notes into concise summaries and structured study plans. - Job Application Management: Track job applications, customize outreach, and prepare for interviews within a unified workspace. - Data Cleaning: Convert disorganized spreadsheets into clean, usable data sets. - Meeting Preparation: Generate briefs, talking points, and follow-up drafts for upcoming meetings. - Hackathon Project Management: Plan builds, maintain momentum, and deliver demo-ready projects within deadlines. - Code Execution: Build, test, and run code in isolated environments, ensuring secure and efficient execution. Primary Value and User Solutions: NoInfra addresses the challenges associated with deploying AI agents by eliminating the need for infrastructure management. This approach allows users to: - Save Time and Resources: By removing setup complexities, users can focus on developing and utilizing AI agents without technical distractions. - Scale Effortlessly: The platform offers flexible subscription plans—Spark, Launch, and Builder—catering to varying workloads and enabling users to scale their operations as needed. - Enhance Productivity: With pre-configured environments and managed runtimes, users can deploy AI solutions quickly, leading to increased efficiency and faster time-to-market. In summary, NoInfra simplifies the deployment of AI agents by providing a hassle-free, managed environment, allowing users to concentrate on their core objectives without the burden of infrastructure management.

Who Is the Company Behind NoInfra?

  • Seller: NoInfra
  • Year Founded: 2026
  • HQ Location: Milpitas, US
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

Noxus

The Noxus AI Operating System (“Noxus”) is an advanced enterprise-grade software platform designed to significantly enhance organizational productivity and efficiency through powerful AI-driven solutions. Noxus seamlessly integrates cutting-edge artificial intelligence capabilities, streamlining workflows, automating processes, and optimizing operations across every team and department. Key Features of Noxus: AI-First Process AutomationRobust tools empower organizations to automate decision-making and optimize processes through advanced AI. Effortlessly create, deploy, and manage AI solutions with minimal manual intervention, boosting overall operational efficiency. AI Co-WorkersDeploy AI-powered chat assistants capable of orchestrating knowledge bases, streamlining processes, and enhancing collaboration. These digital AI co-workers extract valuable insights, transform data into actionable intelligence, and elevate decision-making throughout your enterprise. Building Knowledge BasesCentralize critical organizational knowledge by creating comprehensive information repositories. AI-driven indexing and advanced search capabilities simplify the way teams access, share, and leverage crucial insights, maximizing productivity and knowledge retention. Noxus EngineA scalable and secure AI orchestration layer combining powerful language processing similar to LangChain with workflow management akin to Prefect. Extendable via the Noxus SDK, this robust engine efficiently coordinates complex AI tasks, customizable to meet specialized business requirements. Noxus SDKA comprehensive Software Development Kit that allows organizations to fully customize and expand the Noxus platform. Build specialized AI capabilities, develop custom integrations, and tailor workflows to fit your unique operational needs. Seamless IntegrationIntegrates effortlessly with existing workspaces, tools, and workflows. Noxus provides a unified interface for streamlined AI management and enhanced human-AI collaboration, facilitating rapid adoption with minimal disruption. Secure DeploymentSupports secure private cloud and on-premises deployments, ensuring robust data segregation, privacy protection, and full compliance with organizational and regulatory standards. Ideal for enterprises committed to scaling productivity, enhancing workforce capabilities, and future-proofing their operations, Noxus serves as your comprehensive, secure, and forward-looking AI Operating System. Begin your AI journey with Noxus and build an augmented workforce ready to excel in today’s rapidly evolving digital landscape.

Average Rating: 5.0/5.0

Total Reviews: 3

Who Is the Company Behind Noxus?

  • Seller: Noxus
  • Year Founded: 2024
  • HQ Location: London, GB
  • Twitter: @Noxus_ai
    37 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    27 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 33% Large, 33% Medium

What Do G2 Reviewers Say About Noxus?

AI-generated summary from verified user reviews

Pros
  • Users value the exceptional customer engagement from Noxus, experiencing proactive support and seamless integration throughout the process.
  • Users commend Noxus for its efficient customer support, highlighting quick responses and proactive problem-solving efforts.
  • Users value the wide range of available integrations in Noxus, making implementation smooth and efficient.
  • Users praise the messaging automation of Noxus for significantly enhancing efficiency and streamlining business operations.
  • Users find setup incredibly easy, with excellent customer support and seamless integrations enhancing their experience.
Cons
  • Users find the initial learning curve challenging, particularly for those unfamiliar with LLM interactions.

What Are Recent G2 Reviews of Noxus?

Numerata

Numerata is a full stack platform for training and running your own private AI models: GPU compute, training, and inference, engineered end to end to run on infrastructure you control.

Who Is the Company Behind Numerata?

Nutanix Enterprise AI

A Secure, Scalable Foundation for Agentic AI Nutanix Enterprise AI (NAI) provides a unified, enterprise-grade platform to deploy, manage, and scale AI workloads across hybrid environments. As a core platform component of the Nutanix Agentic AI solution, NAI enables enterprises to streamline AI development, enforce centralized governance over agents and models, and gain visibility into token usage and costs. NAI includes two primary products: Nutanix Agent Gateway and Nutanix Private Inference. Nutanix Agent Gateway: a centralized control layer governing traffic from agents to LLMs and from agents to Model Context Protocol (MCP) servers accessing business tools. Nutanix Private Inference: simplifies LLM deployment across hybrid environments, helping teams run self-hosted models with efficient inference, predictable costs, and greater data control. Nutanix Agent Gateway Key Benefits - Unified Governance: Centrally manage models and MCP servers in a single, controlled environment, with strict policy enforcement and full audit logging. - Predictable Token Economics: Monitor token usage and consumption to attribute costs and deliver predictable AI spend. - Time to Value: Connect agents to external AI provider models and self-hosted models through a single API, enabling teams to move into production quickly and easily. The Control Plane for Agentic AI Nutanix Agent Gateway serves as the centralized control layer for Agentic AI. It provides developers with a single API to access both public cloud frontier models and private, self-hosted models. Integrating with MCP servers, the Nutanix Agent Gateway applies strict access control policies and tool-level filtering to enable agents to securely access enterprise data. Teams gain comprehensive visibility into token usage patterns and can enforce token-based rate limiting to help identify and manage unexpected spend, helping organizations deliver predictable token economics. Nutanix Agent Gateway has native integration with Nutanix Private Inference, providing enterprises with a consistent control layer across public hosted models and private, self-hosted models. Both products share identity management, role-based access control (RBAC), and API key configurations, making it easy to transition from public hosted models to secure, private self-hosted models without changing credentials. Nutanix Private Inference Key Benefits - Unified Governance: Help enterprises maintain data sovereignty with security and privacy controls that gives enterprises greater control over their AI workloads and data, including the ability to self-host models and keep enterprise prompts securely on-premises. - Predictable Token Economics: Gain more predictable, fixed-price inference by self-hosting open-weight models on your own infrastructure, reducing exposure to variable per-token charges. - Time to Value: Streamline model deployment and endpoint management while simplifying AI operations with user management and performance metrics. Own Your Intelligence Nutanix Private Inference accelerates GenAI adoption by helping enterprises deploy and manage LLMs wherever their requirements demand, spanning on-prem, cloud, and edge environments, as well as on any CNCF-certified Kubernetes environment, including Nutanix Kubernetes Platform. By leveraging open-weight models, organizations can deliver high-performance private AI while controlling cost volatility, data privacy, and data sovereignty, keeping sensitive enterprise workloads securely on-premises without per-token charges. A curated catalog of pre-validated models from Hugging Face and NVIDIA NIM simplifies model deployment while enterprise-grade authentication and user management policies help protect access to sensitive AI workloads. Support for air-gapped and dark-site deployments helps organizations meet the requirements of highly regulated environments. Built-in inference optimizations help maximize hardware performance across CPU- and GPU-based deployments. An intuitive interface streamlines model, endpoint, and workload management, while usage and performance dashboards and integrated OpenTelemetry export capabilities provide centralized visibility and control. To learn more about NAI visit Nutanix.com/NAI Nutanix, the Nutanix logo and all Nutanix product and service names mentioned herein are registered trademarks or trademarks of Nutanix, Inc. in the United States and other countries. All other brand names mentioned herein are for identification purposes only and may be the trademarks of their respective holder(s).

Who Is the Company Behind Nutanix Enterprise AI?

  • Seller: Nutanix
  • Year Founded: 2009
  • HQ Location: San Jose, US
  • Twitter: @nutanix
    90,520 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    10,042 employees on LinkedIn®
  • Ownership: NASDAQ:NTNX

Oasis

Oasis is the no-code workspace where humans and AI agents come to work. Build coordinated AI agent teams in seconds and connect them to the business tools you already use. Give agents shared context and memory, set policies and approval checkpoints, and keep people in control while agents handle recurring multi-step work across sales, support, and operations. With Oasis, teams delegate routine workflows to agents with confidence: every agent works from the same up-to-date context, follows your rules, and checks in with humans at the moments that matter. Set up in seconds, no code required.

Who Is the Company Behind Oasis?

  • Seller: Oasis
  • Year Founded: 2026
  • HQ Location: New York, US
  • LinkedIn® Page: www.linkedin.com
    7 employees on LinkedIn®

Oasis

Who Is the Company Behind Oasis?

OLIX

OLIX is pioneering a transformative approach to artificial intelligence (AI) infrastructure by developing optical processors that integrate SRAM architecture with photonics. This innovative combination aims to surpass traditional High Bandwidth Memory (HBM)-based architectures in throughput per megawatt and total cost of ownership, while significantly enhancing interactivity and reducing latency compared to silicon-only SRAM architectures. By addressing the escalating demands of advanced AI models, OLIX seeks to overcome the inherent limitations of current GPU memory architectures, which struggle to deliver high throughput and interactivity at low cost. This new compute paradigm is designed to propel AI advancements and make them more accessible. Key Features and Functionality: - Optical Tensor Processing Units (TPUs): OLIX designs and manufactures optical TPUs that utilize light-based circuits to accelerate AI workloads, enabling efficient execution of matrix and tensor operations essential for training and inference in large-scale machine learning models. - Enhanced Performance and Energy Efficiency: By processing data in the optical domain, OLIX's hardware aims to increase computational performance while reducing power consumption compared to conventional electronic accelerators. - Comprehensive Product Stack: The company's offerings include custom optical chips integrated with supporting electronics, control software, and tools that seamlessly connect with existing AI frameworks, facilitating easy adoption and integration. Primary Value and User Solutions: OLIX addresses the critical challenges in deploying frontier AI by providing a scalable and energy-efficient computing infrastructure. As AI models become more sophisticated and data-intensive, traditional architectures face limitations in memory, energy consumption, and processing speed. OLIX's optical processors offer a solution that not only meets the growing computational demands but also reduces operational costs and energy usage. This advancement enables data centers, research institutions, and organizations requiring intensive model computation to achieve higher throughput and improved interactivity, thereby accelerating AI development and deployment.

Who Is the Company Behind OLIX?

  • Seller: OLIX
  • Year Founded: 2024
  • HQ Location: N/A
  • LinkedIn® Page: www.linkedin.com
    78 employees on LinkedIn®
Bijou Barry
BB
Researched and written by Bijou Barry
Updated October 19, 2026