217 products tracked · 16.6% popularity share · 10.2% spend share of the overall SaaS market. Data as of 27 July 2026, 18:35 UTC.
AI Platforms & Model Ops tracks 220 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. Popularity averages rank 1950 with 16.72% share; momentum is balanced (5 rising, 5 declining, 5 breakout).
| 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 | #3 | 9.31% | 5.45% | 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 | #6 | 5.51% | 3.86% | AI-Native |
| OpenRouter | openrouter.ai | LLM Providers & APIs | OpenRouter is an API platform and model gateway that lets developers access and route requests across multiple AI models and providers through a unified interface. It is used to compare, switch, and m | #46 | #83 | 0.31% | 0.16% | 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. | #54 | #183 | 0.27% | 0.07% | 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 | #139 | #312 | 0.10% | 0.04% | 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. | #181 | #361 | 0.07% | 0.03% | 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 | #199 | #610 | 0.06% | 0.02% | 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 | #268 | #846 | 0.04% | 0.01% | 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 | #282 | #801 | 0.04% | 0.01% | 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 | #316 | #1,415 | 0.04% | 0.00% | AI-Native |
| Pinecone | pinecone.io | AI Platform | Pinecone is a cloud-based service offering a high-performance vector database for real-time applications. | #328 | #370 | 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 | #515 | 0.04% | 0.02% | 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. | #399 | #1,143 | 0.03% | 0.00% | 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. | #413 | #2,128 | 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. | #498 | #852 | 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 | #516 | #954 | 0.02% | 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. | #531 | #1,295 | 0.02% | 0.00% | 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 | #578 | #1,176 | 0.02% | 0.00% | 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 | #611 | #1,182 | 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 | #674 | #524 | 0.02% | 0.02% | 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 | #687 | #876 | 0.01% | 0.01% | 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 | #716 | #1,378 | 0.01% | 0.00% | 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 | #739 | #1,374 | 0.01% | 0.00% | 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. | #742 | #923 | 0.01% | 0.01% | 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 | #779 | #1,328 | 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 | #824 | #566 | 0.01% | 0.02% | 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 | #828 | #580 | 0.01% | 0.02% | 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 | #830 | #1,774 | 0.01% | 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. | #853 | #1,755 | 0.01% | 0.00% | AI-Native |
| Sightengine | sightengine.com | AI Development Tools | Sightengine is an Artificial Intelligence company that offers image and video analysis through API. | #874 | #1,301 | 0.01% | 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 | #882 | #928 | 0.01% | 0.01% | 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. | #896 | #433 | 0.01% | 0.02% | 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. | #1,074 | #2,197 | 0.01% | 0.00% | 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 | #1,094 | #2,542 | 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 | #1,096 | #956 | 0.01% | 0.01% | 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. | #1,228 | #1,757 | 0.01% | 0.00% | AI-Native |
| AIPRM | aiprm.com | AI Development Tools | AIPRM is a platform that integrates with AI tools like ChatGPT to provide a library of prompt templates. The platform includes features for prompt management, customization, and organization. Users ca | #1,246 | #1,493 | 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 | #1,288 | #1,177 | 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 | #1,289 | #1,391 | 0.01% | 0.00% | 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 | #1,312 | #1,236 | 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 | #1,317 | #1,576 | 0.01% | 0.00% | AI-Embedded |
| Nebius | nebius.com | ML Ops & Model Training | Nebius is a platform that provides AI-focused infrastructure, offering access to NVIDIA GPUs (H100, H200, L40s) for tasks such as model training and inference. It includes managed services like Kuber | #1,327 | #1,619 | 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. | #1,332 | #2,204 | 0.01% | 0.00% | AI-Native |
| Play.ht | play.ht | LLM Providers & APIs | Play.ht provides a text-to-speech platform that transforms written text into spoken audio using artificial intelligence. It supports various languages and accents, catering to a range of applications | #1,347 | #1,911 | 0.01% | 0.00% | AI-Native |
| Browser Use | browser-use.com | AI Agents & Automation | Browser Use is an open-source framework that enables AI agents to interact with web browsers, facilitating automated web tasks. It integrates with various large language models (LLMs) and utilizes too | #1,366 | #2,318 | 0.01% | 0.00% | AI-Native |
| MxSpeech | mxspeech.com | LLM Providers & APIs | MxSpeech provides AI-powered speech recognition and natural language processing tools, helping businesses enhance customer interactions and streamline communication processes through accurate transcri | #1,384 | #2,340 | 0.01% | 0.00% | AI-Native |
| Roboflow | roboflow.com | ML Ops & Model Training | Roboflow is a platform that provides tools for building and deploying computer vision models. It offers functionalities for data labeling, model training, and deployment, enabling users to develop and | #1,387 | #723 | 0.01% | 0.01% | AI-Native |
| Clarifai | clarifai.com | ML Ops & Model Training | Clarifai is a deep learning AI platform for modeling unstructured image, video, text, and audio data | #1,396 | #2,383 | 0.01% | 0.00% | AI-Native |
| Genderize | genderize.io | Other | Genderize.io is an API for predicting the likely gender of a person given their name. | #1,469 | #2,104 | 0.00% | 0.00% | AI-Native |
| PlugBear | plugbear.io | AI Development Tools | PlugBear is a platform that allows users to integrate artificial intelligence into their applications. It connects AI models to applications, enabling automation and functionality improvements. | #1,507 | #1,985 | 0.01% | 0.00% | AI-Native |
| Subcategory | Products | Popularity share | Spend share |
|---|---|---|---|
| AI Platform | 45 | 15.48% | 9.55% |
| LLM Providers & APIs | 27 | 0.45% | 0.23% |
| ML Ops & Model Training | 37 | 0.26% | 0.25% |
| AI Development Tools | 50 | 0.18% | 0.05% |
| AI Assistants & Copilots | 25 | 0.13% | 0.06% |
| AI Agents & Automation | 21 | 0.05% | 0.04% |
| Platform | 1 | 0.03% | 0.00% |
| Other | 7 | 0.02% | 0.01% |
| Vector Databases | 4 | 0.01% | 0.01% |
| Team | Products | Popularity share | Spend share |
|---|---|---|---|
| Data / AI | 120 | 15.91% | 9.87% |
| Engineering | 47 | 0.48% | 0.24% |
| Product Management | 13 | 0.07% | 0.05% |
| Marketing / Growth | 19 | 0.05% | 0.02% |
| Cross-functional | 10 | 0.05% | 0.01% |
| Customer Success / Support | 5 | 0.03% | 0.02% |
| IT / Ops | 3 | 0.02% | 0.00% |
| 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. | #531 | #1,295 | 0.02% | 0.00% | AI-Native |
| 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 | #268 | #846 | 0.04% | 0.01% | 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. | #853 | #1,755 | 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 | #716 | #1,378 | 0.01% | 0.00% | 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 | #828 | #580 | 0.01% | 0.02% | AI-Native |
The table above shows the current leaders; the interactive page loads the complete ranking of all 217 products in this category, updated monthly.
Across 220 products in 9 subcategories, the most prominent products in this category set include Anthropic/Claude, OpenAI/ChatGPT, OpenRouter, Perplexity AI, and Langsmith by Langchain. These leaders span the highest-coverage subcategories, especially AI Platform, LLM Providers & APIs, and ML Ops & Model Training.
Based on the top-product list for this category, Anthropic/Claude and OpenAI/ChatGPT are the leading LLM providers, with OpenRouter, Perplexity AI, and Langsmith by Langchain also ranking among the most prominent. Popularity is concentrated in LLM Providers & APIs and AI Platform, which are among the top subcategories.
This market includes 9 subcategories, with the top ones being AI Platform, LLM Providers & APIs, ML Ops & Model Training, AI Development Tools, and AI Assistants & Copilots. These subcategories cover the majority of products and represent the primary ways vendors are grouped.
The dataset tracks momentum segments including 5 rising products, 5 declining products, and 5 breakout products, indicating measurable shifts in adoption or interest within the 220-product landscape. For a page-level summary, highlight breakout and rising products alongside the top products to show both current leaders and momentum leaders.