The best ai models & infrastructure tools to use in 2026

Last updatedMay 3, 2026

Products considered1410

Foundation models, LLM tools, fine-tuning platforms, prompt engineering, and ML frameworks.

Top reviewed AI Models & Infrastructure

AgentVerseAgentVerse is an open-source framework for deploying multiple LLM-based agents in task-solving and simulation applications. Build collaborative AI agent systems with ease.

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Automation & Agents·AI Agents·AI Frameworks

QuivrQuivr is an opinionated open-source RAG framework supporting any LLM (GPT-4, Groq, Llama) and vectorstore (PGVector, Faiss). Build AI-powered apps faster without reinventing retrieval pipelines.

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Knowledge Base Bots·LLM Developer Tools·AI Frameworks

Ray AI FrameworkRay is an open source Python-native framework for scaling and orchestrating distributed AI, ML, and GenAI workloads across CPUs and GPUs at any scale.

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AI Models & Infrastructure·AI Infrastructure Tools·AI Frameworks

Grid AIGrid AI, from the creators of PyTorch Lightning, lets you train hundreds of ML models on the cloud from your laptop — no infrastructure management required.

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AI Models & Infrastructure·LLM Developer Tools·AI Frameworks

Aqua SecuritySecure containers, Kubernetes, serverless, and GenAI workloads from code to runtime with Aqua's unified CNAPP. Covers DevSecOps, vulnerability management, and compliance.

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Testing & QA Tools·DevOps Tools·AI Infrastructure Tools

WhyLabsWhyLabs is an open-source AI observability platform for monitoring ML models and LLMs in production. Includes whylogs for data logging and langkit for LLM security.

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Data & Analytics·AI Models & Infrastructure·AI Infrastructure Tools

Monitaur AI GovernMonitaur provides end-to-end AI governance software for regulated industries. Monitor model drift and bias, automate compliance validation, and manage vendor AI risk in one platform.

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Data & Analytics·AI Models & Infrastructure·AI Research Tools

MLCommons AILuminateAILuminate by MLCommons benchmarks the safety of general-purpose AI chat models against malicious and self-harm prompts, with graded results across top AI vendors.

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Data & Analytics·AI Models & Infrastructure·Research & Education

Vectara AI RAGBuild governed, grounded, and auditable AI agents with Vectara's enterprise RAG platform. Deploy across SaaS, VPC, or on-prem with hallucination enforcement and policy controls.

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AI Models & Infrastructure·AI Agents·LLM Developer Tools

TollBitTollBit is the platform for AI content licensing at scale. Monitor AI traffic, manage licensing deals, control agent access, and monetize your content in the AI era.

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Marketing & Sales·Data & Analytics·AI Models & Infrastructure

Anthropic WorkbenchExperiment with Claude AI models in Anthropic's browser-based Workbench. Test prompts, tune parameters, and prototype API integrations—no code required.

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AI Models & Infrastructure·LLM Developer Tools·Prompt Engineering Tools

AnyscaleAnyscale lets you build, run, and scale all ML and AI workloads on any cloud or on-prem using Ray. Ideal for LLM training, fine-tuning, batch inference, and distributed AI pipelines.

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AI Models & Infrastructure·LLM Developer Tools·AI Infrastructure Tools

Aporia AIAporia AI provides real-time LLM guardrails and ML model monitoring to help enterprises deploy safe, reliable AI. Now part of Coralogix.

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AI Models & Infrastructure·LLM Developer Tools·AI Infrastructure Tools

MosaicML TrainMosaicML Train (part of Databricks) provides cloud infrastructure for training large language models and foundation models efficiently at scale.

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AI Models & Infrastructure·LLM Developer Tools·Fine-Tuning Tools

ApifyApify provides 19,000+ ready-made web scrapers, browser automation tools, and AI data pipelines to extract real-time structured data from any website.

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Automation & Agents·Data & Analytics·AI Models & Infrastructure

Aleph AlphaAleph Alpha develops specialized large language models for European enterprises and public institutions, running on sovereign EU infrastructure with full regulatory compliance.

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AI Models & Infrastructure·Foundation Models·LLM Developer Tools

Cyera AI Data SecurityCyera is an AI-native data security platform that helps enterprises discover, classify, govern, and protect sensitive data across cloud, SaaS, on-prem, and AI environments with 95%+ classification precision.

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Data & Analytics·AI Models & Infrastructure·AI Infrastructure Tools

Andromeda AIAndromeda Cluster offers instant access to thousands of H100, H200, and B200 GPUs for AI training and inference. No minimums, zero ingress/egress fees, 24/7 support.

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AI Models & Infrastructure·AI Infrastructure Tools

RunPod GPU CloudRunPod provides on-demand GPUs, serverless compute, and multi-node clusters across 31 global regions. Train, fine-tune, and serve AI models at any scale.

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AI Models & Infrastructure·LLM Developer Tools·AI Infrastructure Tools

Govern AI RiskGovern AI Risk helps enterprises identify, assess, and manage AI-related risks with compliance frameworks, audit trails, and policy enforcement tools.

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Productivity·Data & Analytics·AI Models & Infrastructure