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List of the Best Generative AI Infrastructure Software in 2026

Rajat Gupta
Researched and Edited by Rajat Gupta
Rajat Gupta

Researched and Edited by Rajat Gupta

Last updated: · How we review

Editor's Summary · Generative AI Infrastructure Software

This category has only one rated product, so there is little to compare. UbiOps leads at 4.5/5, though from just 2 reviews, and offers a freemium tier alongside subscription and quote-based plans. Its core job is deploying, serving, and scaling AI and machine learning models in production.

Generative AI infrastructure software provides the compute, deployment, and serving layer to run AI models at scale. Buyers are ML engineers and platform teams at companies putting generative and predictive models into production.

Quick picks for Generative AI Infrastructure Software

  • Best overallUbiOps
  • Best free optionUbiOps

Who gets the most from Generative AI Infrastructure Software

  • 1Data Privacy Officers maintaining secure GenAI model data handling in fintech and SaaS companies
  • 2Machine Learning Engineers deploying and optimizing AI workloads in healthcare and manufacturing environments
  • 3Sales Managers leveraging AI infrastructure to automate workflows and improve productivity in martech and sales automation teams
How to choose Generative AI Infrastructure Software

If prioritizing data security and compliance, filter by solutions focusing on encryption and privacy controls like Prompt Privacy. For high-performance AI deployment, sort by GPU optimization features and filter for enterprise-grade infrastructure such as NVIDIA AI Enterprise. When ease of AI workflow development and analytics matter, filter by no-code or low-code interfaces and look for products with strong sales automation use cases.

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Showing 21-32 out of 32

Prompt Privacy logo

Prompt Privacy

Empowering AI with unrivaled privacy protection.

Best for: SMB teams · Mid-market · Enterprise

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What is Prompt Privacy?

Prompt Privacy is a first-generation AI operating system designed to meet the increasing demand for privacy and security in the AI era. With its no-code approach, Prompt Privacy provides an easy-to-use platform for professionals, businesses, and enterprises to leverage AI while securing ...

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Prompt Privacy offers custom pricing plan

Martian logo

Martian

Fast, cost-effective routing for optimal results.

Best for: SMB teams · Mid-market · Enterprise

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What is Martian?

Martian built the first model router. Each time a request is sent, Martian automatically identifies and uses the LLM that will deliver the best result at the lowest cost. Engineers at over 300 companies, including Amazon and Zapier, have used Martian to achieve higher performance and lower ...

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Free TrialTry Free →·

Starts from $20 /5000 requests

illumex logo

illumex

Empower AI with structured data governance.

Best for: SMB teams · Mid-market · Enterprise

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What is illumex?

Illumex helps organizations prepare their structured data for the effective use of generative AI analytics agents while ensuring proper governance. It automatically finds and labels structured data wherever it is located by analyzing metadata without moving or directly accessing the data. ...

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illumex offers custom pricing plan

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Promptly AI logo

Promptly AI

AI-powered creations at your fingertips.

Best for: SMB teams · Mid-market · Enterprise

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What is Promptly AI?

Promptly is a no-code platform that allows users to build AI-powered web apps, chatbots, Slack apps, and Discord bots. Users can use their data to power these AI applications, embed them in websites, or integrate them into their Slack workspaces and Discord servers. With Promptly, users can ...

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Starts from $99.99/month when monthly, also offers free forever plan

Dify logo

Dify

Empowering all to create with AI technology.

Best for: SMB teams · Mid-market · Enterprise

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What is Dify?

Dify is an open-source LLM app development platform, enabling users to orchestrate everything from simple LLM-powered agents to complex AI workflows with an RAG engine. Dify simplifies the development of generative AI solutions, making it accessible to both developers and non-technical users ...

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Starts from $59/month when monthly, also offers free forever plan

Ddle

Ddle

Revolutionize your website demos effortlessly in minutes.

Best for: SMB teams · Mid-market · Enterprise

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What is Ddle?

Ddle is a web-based tool for creating interactive website walkthroughs without live video. Tours include audio narration, visual pointers, and annotated cues, and can be shared with clients or reused as self-guided onboarding assets for new site visitors.

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Starts from $9.99/month when Billed Yearly

What buyers evaluate in Generative AI Infrastructure Software
Level of data encryption and secure access controls tailored for sensitive AI model data
Optimization for AI workload performance including GPU acceleration and streamlined deployment
Support for no-code/low-code AI workflow development enabling both technical and non-technical user adoption
Autogon

Autogon

Elevate your AI game and drive exponential growth.

Best for: SMB teams · Mid-market · Enterprise

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What is Autogon?

Autogon is an AI development platform for developers covering the full workflow from model building to deployment, with tools for predictive analytics and natural language processing. Its interface provides controls for scaling, integrating, and visualizing AI models across business operations.

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Starts from $20.00/month when Billed Yearly

BaseTen - New SaaS Software

BaseTen

Streamline your development with AI-powered BaseTen.

Best for: SMB teams

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What is BaseTen?

BaseTen is a powerful platform that enables developers and small companies to build ML-powered applications for a fraction of the cost. With its intuitive drag-and-drop pre-defined components, users can create a custom UI quickly and easily. Its serverless infrastructure provides the perfect ...

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BaseTen offers custom pricing plan

UbiOps - New SaaS Software

UbiOps

Effortlessly deploy and serve your AI applications.

Best for: SMB teams · Mid-market · Enterprise

Try for Free

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What is UbiOps?

With UbiOps, companies can easily deploy and serve their data-driven ML/AI applications from one intuitive platform. It takes care of containerising code, implementing microservices, handling requests and automating scaling. UbiOps also offers a browser-based UI, Client Library or API to aid in ...

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UbiOps offers custom pricing plan

Autumn8 - New SaaS Software

Autumn8

Effortlessly deploy AI models in the cloud.

Best for: SMB teams · Mid-market · Enterprise

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What is Autumn8?

Autumn8 is the perfect solution for conveniently deploying AI models in the cloud with optimal performance. Smoothening users' experiences, this platform ensures reduced costs and optimizes the environment by selecting the most suitable cloud server and configuration settings. Additionally, ...

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Autumn8 offers custom pricing plan

Astra Block - New SaaS Software

Astra Block

Securely stream blockchain data with ease.

Best for: SMB teams · Mid-market · Enterprise

Try for Free

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What is Astra Block?

Astra Block is your go-to solution for cutting-edge blockchain streaming and real-time access to massive amounts of data. Get the most out of the blockchain revolution with this ultra-secure app that comes with advanced encryption and advanced communication protocols to seamlessly integrate ...

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Astra Block offers custom pricing plan

Berri AI - New SaaS Software

Berri AI

Revolutionizing app development for a seamless experience.

Best for: SMB teams · Mid-market · Enterprise

Try for Free

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What is Berri AI?

Berriai AI is here to revolutionize the development industry, making app creation faster and easier than ever before. Perfect for beginners, this intuitive user interface ensures a smooth and stress-free experience. Our powerful APIs provide a comprehensive set of tools, allowing developers to ...

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Starts from $19/Month, also offers free forever plan

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Disclaimer: This research has been collated from a variety of authoritative sources. We welcome your feedback at [email protected].