AI Platform & ModelOps Market Share (2026)
Cledara's current dataset ranks 233 AI platform & ModelOps software products using real company purchase data rather than surveys, reviews or web traffic. The most-used are Anthropic/Claude, OpenAI/ChatGPT and OpenRouter; the largest subcategories by spend share are AI Platform and LLM Providers & APIs, measured across companies that manage their software with Cledara.
AI Platforms & Model Ops tracks 234 products across 9 subcategories, led by AI Platform, LLM Providers & APIs, ML Ops & Model Training, AI Development Tools, and AI Assistants & Copilots. Top products include Anthropic/Claude and OpenAI/ChatGPT, followed by OpenRouter, Perplexity AI, and Langsmith. Popularity averages rank 1881 with 19.58% share; 5 products are rising, 5 declining, and 5 breakout.
The most-used AI platform & ModelOps software
Anthropic/Claude leads the current AI platform & ModelOps software ranking, followed by OpenAI/ChatGPT and OpenRouter, among 233 products measured from real company purchases tracked by Cledara rather than surveys or reviews.
| Product | Website | Subcategory | Description | Popularity rank | Spend rank | Popularity share | Spend share | AI classification |
|---|---|---|---|---|---|---|---|---|
| Anthropic/Claude | claude.ai | AI Platform | Claude is a large language model developed by Anthropic, capable of handling text, voice messages, and documents to facilitate natural language interactions. | #1 | #2 | 11.49% | 7.36% | AI-Native |
| OpenAI/ChatGPT | openai.com | AI Platform | OpenAI is an artificial intelligence research laboratory that conducts research in the field of AI with the stated goal of promoting and developing friendly AI in a way that benefits humanity as a who | #2 | #5 | 5.84% | 4.38% | AI-Native |
| OpenRouter | openrouter.ai | LLM Providers & APIs | #34 | #62 | 0.41% | 0.24% | AI-Native | |
| Perplexity AI | perplexity.ai | AI Platform | Perplexity AI is a chatbot that uses machine learning and Natural Language Processing (NLP) to respond to user questions. | #41 | #152 | 0.35% | 0.10% | AI-Native |
| Langsmith by Langchain | langchain.com | ML Ops & Model Training | LangChain is a unified DevOps platform for developing, collaborating, testing, deploying, and monitoring LLM applications, offering full visibility into the sequence of calls and supporting all phases | #134 | #236 | 0.11% | 0.05% | AI-Native |
| Langfuse | langfuse.com | ML Ops & Model Training | Langfuse is an open-source LLM engineering platform specializing in LLM observability, metrics evaluations, and prompt management. | #167 | #308 | 0.08% | 0.04% | AI-Native |
| Databutton | databutton.com | AI Development Tools | Databutton is a low-code platform that enables individuals to quickly create and deploy AI applications with ease. The platform introduces a new approach where prompting takes precedence over traditio | #209 | #619 | 0.06% | 0.01% | AI-Native |
| Google One | one.google.com | LLM Providers & APIs | Google One is Google's AI research and development arm, dedicated to creating innovative AI technologies. Leveraging data and machine learning algorithms, Google AI develops systems for pattern recogn | #215 | #610 | 0.06% | 0.01% | Hyperscaler |
| fal | fal.ai | AI Platform | fal provides a cloud-based platform for running generative-media models and AI inference through APIs. The platform includes tools for generating images, video, audio and 3D outputs, and for deploying | #261 | #665 | 0.05% | 0.01% | AI-Native |
| Grok | grok.com | AI Assistants & Copilots | Grok is a conversational generative AI service provided through the Grok.com website and mobile applications. The service responds to user prompts and generates outputs based on xAI models. | #264 | #739 | 0.05% | 0.01% | AI-Native |
| Pinecone | pinecone.io | AI Platform | Pinecone is a cloud-based service offering a high-performance vector database for real-time applications. | #320 | #339 | 0.04% | 0.03% | AI-Native |
| Deepgram | deepgram.com | AI Platform | Deepgram is an AI Speech Platform that provides developers with a simple to use Speech-to-Text API. | #341 | #475 | 0.04% | 0.02% | AI-Native |
| Stability AI | stability.ai | AI Platform | Stability AI is a company specializing in generative AI models such as Stable Diffusion for text-to-image generation, video, audio, and 3D content creation. Their models are open-access, promoting inn | #355 | #1,152 | 0.04% | 0.00% | AI-Native |
| Chatbase | chatbase.co | AI Assistants & Copilots | Chatbase is an AI chatbot builder that trains ChatGPT on data and seamlessly integrates a chat widget into websites, empowering the chatbot to respond to queries. | #378 | #668 | 0.03% | 0.01% | AI-Native |
| Google Colab | colab.research.google.com | Platform | Google Colab is a free cloud-based platform that allows users to write, run, and share Jupyter notebooks with others. | #435 | #1,563 | 0.03% | 0.00% | Hyperscaler |
| xAI | x.ai | AI Assistants & Copilots | xAI is an artificial intelligence tool, with its primary product, Grok. An AI chatbot integrated with the X platform, designed to answer a wide range of questions and assist users in various tasks. | #475 | #703 | 0.02% | 0.01% | AI-Native |
| Cohere | cohere.com | AI Platform | Cohere is an AI platform specializing in large language models (LLMs), that allows developers to utilize pre-built LLMs for performing various tasks on text input, with a focus on enterprise-level app | #476 | #806 | 0.02% | 0.01% | AI-Native |
| Modal | modal.com | AI Platform | Modal provides a serverless platform tailored for machine learning (ML) and artificial intelligence (AI) teams. It allows users to execute various tasks such as running generative AI models, large-sca | #519 | #562 | 0.02% | 0.01% | AI-Native |
| BASE44 | base44.com | AI Development Tools | BASE44 is an AI-powered, no-code platform that enables users to create fully functional applications by describing their requirements in natural language. It addresses the complexity of traditional so | #592 | #1,236 | 0.02% | 0.00% | AI-Native |
| Meshy | meshy.ai | AI Development Tools | Meshy is an AI-powered 3D modeling platform that enables users to transform text prompts or 2D images into high-quality 3D models and animations. It offers features like text-to-3D conversion, image-t | #604 | #1,026 | 0.02% | 0.00% | AI-Native |
| BytePlus | byteplus.com | ML Ops & Model Training | BytePlus offers enterprise-level tools that enable companies to use machine learning, data intelligence, customer data platforms, AR, video/live streaming and personalization to build digital experien | #620 | #1,383 | 0.02% | 0.00% | AI-Native |
| Dust | dust.tt | AI Assistants & Copilots | Dust is a platform designed for businesses to create customizable AI assistants using their internal knowledge base. These assistants help streamline workflows and provide access to relevant informati | #621 | #460 | 0.02% | 0.02% | AI-Native |
| Replicate | replicate.com | AI Platform | Replicate.com provides a platform for running, fine-tuning, and deploying open-source and custom AI models with minimal coding effort. It hosts a variety of models from the community, making them acce | #640 | #1,240 | 0.02% | 0.00% | AI-Native |
| Exa | exa.ai | Vector Databases | Exa provides an AI-driven search engine and API that delivers content retrieval using embeddings-based search. It offers features like semantic understanding of queries, instant content retrieval, an | #673 | #997 | 0.01% | 0.00% | AI-Native |
| Genspark | genspark.ai | AI Platform | GenSpark is an AI-powered search platform that uses a multi-agent system to generate real-time, customized summaries called Sparkpages. These pages consolidate information from various sources, provi | #677 | #1,330 | 0.01% | 0.00% | AI-Native |
| Weaviate | weaviate.io | AI Platform | Weaviate is a cloud-native vector search engine that allows developers to build and deploy machine learning models for natural language processing (NLP) and other AI applications. It offers powerful s | #691 | #909 | 0.01% | 0.01% | AI-Native |
| LlamaIndex | llamaindex.ai | AI Platform | LlamaIndex is a data framework that connects custom data sources to large language models (LLMs), enabling ingestion, indexing, and querying of structured and unstructured data for AI applications. | #692 | #832 | 0.01% | 0.01% | AI-Native |
| Cerebras | cerebras.ai | AI Platform | Cerebras builds specialized computing systems and cloud services for running artificial intelligence workloads. Its hardware, including the CS-2 and CS-3 systems, is based on the Wafer Scale Engine, a | #713 | #677 | 0.01% | 0.01% | AI-Native |
| Cassidy | cassidyai.com | AI Agents & Automation | Cassidy.ai is an AI-powered automation platform that integrates with over 100 tools, enabling businesses to automate tasks such as customer support triage, lead qualification, and RFP processing. It a | #744 | #1,110 | 0.01% | 0.00% | AI-Native |
| Tavily | tavily.com | LLM Providers & APIs | Tavily is a search API designed for AI applications (LLMs), providing accurate, real-time information retrieval to reduce hallucinations and optimize decision-making. | #757 | #1,161 | 0.01% | 0.00% | AI-Native |
| Requesty | requesty.ai | AI Platform | Requesty provides an API platform that routes requests to multiple large-language-model providers through a single interface. It enables customers to manage usage, logging, performance, and data handl | #767 | #1,056 | 0.01% | 0.00% | AI-Native |
| Qdrant | qdrant.tech | AI Platform | Qdrant is a vector similarity search engine designed to store, search, and manage vectors with additional payload, facilitating neural network or semantic-based matching, faceted search, and other app | #774 | #449 | 0.01% | 0.02% | AI-Native |
| Agentic | agentic.ai | AI Platform | Agentic provides autonomous AI agents that connect to tools, APIs and data sources to automate workflows and complete complex tasks for teams and organizations. | #872 | #1,850 | 0.01% | 0.00% | AI-Native |
| TextRazor | textrazor.com | LLM Providers & APIs | TextRazor is a cloud or self-hosted text analysis infrastructure that uses natural language processing and a comprehensive knowledgebase to extract value from documents, tweets, or web pages. | #897 | #433 | 0.01% | 0.02% | AI-Native |
| Fireworks AI | fireworks.ai | AI Platform | Fireworks AI is a platform that enables users to create, customize, and deploy generative AI models for various applications, including generating images and text. The platform is designed to support | #897 | #877 | 0.01% | 0.01% | AI-Native |
| Z.ai | z.ai | AI Assistants & Copilots | Z.ai provides a conversational interface that processes text and image inputs through large language models to generate technical content and automated workflows. | #978 | #1,244 | 0.01% | 0.00% | AI-Native |
| Confident AI | confident-ai.com | AI Platform | Confident AI offers a cloud-based platform for evaluating Large Language Model (LLM) applications, addressing the need for systematic benchmarking and performance monitoring. It enables users to curat | #984 | #1,053 | 0.01% | 0.00% | AI-Native |
| Comfy | comfy.org | AI Development Tools | Comfy is the home of the ComfyUI ecosystem which includes an open-source visual AI workflow engine and a cloud service called Comfy Cloud that runs these workflows via browser with cloud compute. The | #996 | #1,139 | 0.01% | 0.01% | AI-Native |
| Relevance AI | relevanceai.com | AI Platform | Relevance AI provides a platform for building an AI Workforce, which consists of customizable AI agents equipped with tools to handle repetitive business tasks. | #1,023 | #1,575 | 0.01% | 0.00% | AI-Native |
| NVIDIA AI | developer.nvidia.com | AI Development Tools | NVIDIA AI is a centralized online portal offered by NVIDIA that provides developers with access to software development kits (SDKs), tools, APIs, documentation, training resources, and community suppo | #1,032 | #1,159 | 0.01% | 0.00% | AI-Embedded |
| Sightengine | sightengine.com | AI Development Tools | Sightengine is an Artificial Intelligence company that offers image and video analysis through API. | #1,073 | #1,685 | 0.01% | 0.00% | AI-Native |
| Hyper3D | hyper3d.ai | AI Development Tools | Hyper3D provides an AI-powered platform for generating 3D models from images or text. It includes tools for creating production-ready assets with clean topology, PBR materials, and optimized geometry | #1,084 | #871 | 0.01% | 0.01% | AI-Native |
| Mathpix | mathpix.com | AI Development Tools | Mathpix is an AI-driven solution that focuses on document automation services. It enables users to efficiently and precisely convert PDFs and images into text that can be searched, exported, and proce | #1,100 | #2,549 | 0.01% | 0.00% | AI-Native |
| Cartesia | cartesia.ai | AI Platform | Cartesia is a platform that provides real-time, multimodal intelligence, enabling users to generate speech, power voice applications, and fine-tune voice models. | #1,111 | #1,601 | 0.01% | 0.00% | AI-Native |
| Klavis AI | klavis.ai | AI Platform | Klavis AI is an integration platform for AI specifically a “Model Context Protocol (MCP) integration platform” that enables AI agents/applications to reliably connect to external tools and services at | #1,158 | #1,355 | 0.01% | 0.00% | AI-Native |
| Moonshot AI | moonshot.ai | AI Platform | Moonshot AI provides advanced large-language-model technology (such as its Kimi models) that supports high-capacity text generation, reasoning, and multimodal AI use cases for developers and enterpris | #1,179 | #1,500 | 0.01% | 0.00% | AI-Native |
| Black Forest Labs | blackforestlabs.ai | AI Platform | Black Forest Labs is a suite of generative AI models for image and video creation, offering high-quality outputs with advanced editing capabilities and rapid generation speeds. | #1,193 | #1,640 | 0.01% | 0.00% | AI-Native |
| LibreChat | librechat.ai | AI Platform | LibreChat is an open-source AI chat platform that allows users to integrate multiple language models from different providers into a unified conversational interface. The platform supports model switc | #1,202 | #1,711 | 0.01% | 0.00% | AI-Native |
| Voyage AI | voyageai.com | AI Platform | Voyage AI specializes in developing embedding models and rerankers to enhance search and retrieval processes for unstructured data. Their solutions are designed to improve retrieval-augmented generati | #1,211 | #1,166 | 0.01% | 0.00% | AI-Native |
| DeepSeek | deepseek.com | LLM Providers & APIs | DeepSeek is an AI platform offering large language models (LLMs) like DeepSeek-V3 and R1, utilizing Mixture-of-Experts (MoE) architecture. It processes text and code inputs, supporting up to 128,000-t | #1,229 | #918 | 0.01% | 0.01% | AI-Native |
Which AI platforms subcategories companies spend on most
AI Platform is the largest AI platform & ModelOps software subcategory by spend share at 12%, followed by LLM Providers & APIs at 0.3%, across 233 products tracked from real company purchases in Cledara's dataset.
| Subcategory | Products | Popularity share | Spend share |
|---|---|---|---|
| AI Platform | 43 | 18.11% | 12.02% |
| LLM Providers & APIs | 28 | 0.56% | 0.31% |
| ML Ops & Model Training | 42 | 0.31% | 0.28% |
| AI Development Tools | 53 | 0.22% | 0.07% |
| AI Assistants & Copilots | 26 | 0.16% | 0.07% |
| AI Agents & Automation | 28 | 0.05% | 0.05% |
| Platform | 1 | 0.03% | 0.00% |
| Other | 8 | 0.02% | 0.01% |
| Vector Databases | 4 | 0.02% | 0.00% |
AI platform & ModelOps software spend trends
As of 11 September 2026, 02:07 UTC, UK companies pay a median £10k/year for AI platform & ModelOps software, up 353% versus a year ago.
| Annual spend per company (UK, GBP) | P25 | Median | P75 |
|---|---|---|---|
| AI platform & ModelOps software | £3k | £10k | £35k |
From the Cledara SaaS Spend Index — real payments, reported per currency with no conversion.
Adoption by team
| Team | Products | Popularity share | Spend share |
|---|---|---|---|
| Data / AI | 131 | 18.67% | 12.38% |
| Engineering | 52 | 0.59% | 0.31% |
| Product Management | 15 | 0.09% | 0.06% |
| Marketing / Growth | 17 | 0.04% | 0.02% |
| Customer Success / Support | 5 | 0.04% | 0.02% |
| Cross-functional | 8 | 0.02% | 0.00% |
| IT / Ops | 5 | 0.02% | 0.01% |
The fastest-rising and declining AI platforms
Grok and BytePlus are the fastest-rising AI platforms among 233 products tracked; they currently rank #264 and #620 by popularity in Cledara's latest category data, measured from real purchases.
| Product | Website | Subcategory | Description | Popularity rank | Spend rank | Popularity share | Spend share | AI classification |
|---|---|---|---|---|---|---|---|---|
| Grok | grok.com | AI Assistants & Copilots | Grok is a conversational generative AI service provided through the Grok.com website and mobile applications. The service responds to user prompts and generates outputs based on xAI models. | #264 | #739 | 0.05% | 0.01% | AI-Native |
| BytePlus | byteplus.com | ML Ops & Model Training | BytePlus offers enterprise-level tools that enable companies to use machine learning, data intelligence, customer data platforms, AR, video/live streaming and personalization to build digital experien | #620 | #1,383 | 0.02% | 0.00% | AI-Native |
| Agentic | agentic.ai | AI Platform | Agentic provides autonomous AI agents that connect to tools, APIs and data sources to automate workflows and complete complex tasks for teams and organizations. | #872 | #1,850 | 0.01% | 0.00% | AI-Native |
| Requesty | requesty.ai | AI Platform | Requesty provides an API platform that routes requests to multiple large-language-model providers through a single interface. It enables customers to manage usage, logging, performance, and data handl | #767 | #1,056 | 0.01% | 0.00% | AI-Native |
| Meshy | meshy.ai | AI Development Tools | Meshy is an AI-powered 3D modeling platform that enables users to transform text prompts or 2D images into high-quality 3D models and animations. It offers features like text-to-3D conversion, image-t | #604 | #1,026 | 0.02% | 0.00% | AI-Native |
All 233 AI platforms ranked
AI platform & ModelOps software currently accounts for 19.5% of popularity share and 12.8% of spend share across the overall SaaS market; the complete ranking of 233 products is updated monthly from real purchases.
The table above shows the current leaders; the interactive page loads the complete ranking of all 233 products in this category, updated monthly.
Frequently asked questions
What are the best AI Platforms & Model Ops tools right now?
Across a catalog of 234 AI Platforms & Model Ops SaaS products spanning 9 subcategories, the most visible products include Anthropic/Claude, OpenAI/ChatGPT, OpenRouter, Perplexity AI, and Langsmith by Langchain. These tools map primarily to the top subcategories: AI Platform, LLM Providers & APIs, ML Ops & Model Training, AI Development Tools, and AI Assistants & Copilots.
Which AI Platforms & Model Ops software is most popular?
Within this dataset, the top products by prominence are Anthropic/Claude and OpenAI/ChatGPT, followed by OpenRouter, Perplexity AI, and Langsmith by Langchain. Popularity concentration is strongest in AI Platform and LLM Providers & APIs, which are among the top subcategories.
What are the main categories of AI Platforms & Model Ops SaaS products?
The market is organized into 9 subcategories across 234 products, with the largest clusters in AI Platform, LLM Providers & APIs, ML Ops & Model Training, AI Development Tools, and AI Assistants & Copilots. These groupings reflect the dominant buying needs: model access (APIs), training/serving operations (MLOps), and developer tooling.
Which AI Platforms & Model Ops tools are trending up or down?
This market shows movement across cohorts of 5 rising products, 5 declining products, and 5 breakout products, indicating active category churn within the 234-product landscape. The highest-velocity changes typically occur in subcategories tied to LLM Providers & APIs and AI Development Tools where product iteration and integration cycles are fastest.
How much do companies spend on AI platform & ModelOps software?
UK companies pay a median of £10k per year for AI platform & ModelOps software (£3k–£35k interquartile range), based on real payments as of 11 September 2026, 02:07 UTC. Reported in GBP; EUR and USD available on the page.