Real-Time AI Market Map (2026)
AI-classified software ranked by observed payment activity across the Cledara customer population.
1689 classified tools across 13 categories. Rankings through Oct-2026.
Based on classified software and anonymized purchase signals from Cledara customers. This is a view of the customer dataset; catalogue inclusion alone does not establish an active paid subscription.
As of 23 October 2026, 01:14 UTC, Anthropic/Claude leads the AI-classified tools by trailing 12-month payment activity in Cledara, ahead of OpenAI/ChatGPT and Google Workspace. This ranking does not measure distinct customer adoption or product usage.
About this dataset
This AI market map records 1,689 classified products, including AI-native tools, AI-embedded software and hyperscalers. Products with observed ranks are ordered by trailing 12-month software purchase and renewal transactions across Cledara customers. Anthropic/Claude ranks ahead of OpenAI/ChatGPT as of 23 October 2026, 01:14 UTC. Catalogue inclusion alone does not establish current paid use. Updated monthly.
AI tools ranked by payment activity in 2026
The top 20 AI-classified tools by trailing 12-month payment activity in Cledara. Anthropic/Claude has 12.3% of recorded transactions across all software, ahead of OpenAI/ChatGPT and Google Workspace. Shares use the all-software denominator, not just AI products or distinct customers.
Ranks count trailing 12-month purchase and renewal transactions. Shares use all software recorded in Cledara, including products outside AI; they do not measure distinct customers.
| # | Tool | Category | Type | Payment-activity rank | Payment-activity share |
|---|---|---|---|---|---|
| 1 | Anthropic/Claude | AI Platforms & Model Ops | AI-Native | #1 | 12.3% |
| 2 | OpenAI/ChatGPT | AI Platforms & Model Ops | AI-Native | #2 | 5.9% |
| 3 | Google Workspace | Collaboration & Productivity | Hyperscaler | #4 | 3.5% |
| 4 | Cursor | Engineering & DevOps | AI-Native | #5 | 3.2% |
| 5 | GitHub | Engineering & DevOps | AI-Embedded | #7 | 2.1% |
| 6 | Figma | Marketing & Growth | AI-Embedded | #10 | 1.3% |
| 7 | Slack | Collaboration & Productivity | AI-Embedded | #11 | 1% |
| 8 | Webflow | Marketing & Growth | AI-Embedded | #12 | 1% |
| 9 | Zoom | Collaboration & Productivity | AI-Embedded | #13 | 0.8% |
| 10 | Hubspot | Marketing & Growth | AI-Embedded | #14 | 0.8% |
| 11 | Zapier | Engineering & DevOps | AI-Embedded | #16 | 0.8% |
| 12 | Vercel | Engineering & DevOps | AI-Embedded | #17 | 0.8% |
| 13 | Notion | Collaboration & Productivity | AI-Embedded | #19 | 0.7% |
| 14 | Canva | Marketing & Growth | AI-Embedded | #20 | 0.7% |
| 15 | Miro | Collaboration & Productivity | AI-Embedded | #23 | 0.7% |
| 16 | Intuit Mailchimp | Marketing & Growth | AI-Embedded | #25 | 0.5% |
| 17 | ElevenLabs | Marketing & Growth | AI-Native | #26 | 0.5% |
| 18 | Lovable | Engineering & DevOps | AI-Native | #27 | 0.5% |
| 19 | Typeform | Marketing & Growth | AI-Embedded | #28 | 0.5% |
| 20 | OpenRouter | AI Platforms & Model Ops | AI-Native | #29 | 0.5% |
The AI market map by category
Filter the catalogue by founded year, category or country. The activity ranking above describes the full published population. PNG exports show a summary of the full catalogue: up to six tools in each of the twelve largest categories. CSV and JSON include all matching tools. Countries describe recorded vendor headquarters.
AI Market Map
1689 matching tools in 13 categories
AI Platforms & Model Ops
AI Platform (30)
ML Ops & Model Training (17)
AI Development Tools (15)
AI Agents & Automation (13)
LLM Providers & APIs (13)
Other (2)
Platform (1)
Vector Databases (1)
Source: classified software and anonymized purchase signals from Cledara customers. Published 23 October 2026, 01:14 UTC.
View data table
This table contains the tools on this catalogue page. Complete data is available in the CSV and JSON downloads. The activity ranking above always describes the full published population.
| Product | Category | Subcategory | Description |
|---|---|---|---|
| Cassidy | AI Platforms & Model Ops | 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 addresses challenges in managing repetitive tasks by providing AI assistants and workflows that utilize company-specific data. |
| Inworld AI | AI Platforms & Model Ops | AI Agents & Automation | Inworld AI provides a platform and SDKs for creating realistic AI-driven characters and conversational agents with personality, memory, and behavior controls for games, virtual worlds, and interactive experiences. Developers can integrate its runtime and tooling into engines like Unity and Unreal to build immersive NPCs and chat experiences. |
| Gumloop | AI Platforms & Model Ops | AI Agents & Automation | Gumloop is a no-code AI workflow automation platform that orchestrates modular “nodes” within visual flows. It processes structured inputs (JSON, CSV, PDFs) and integrates with APIs (Slack, Salesforce, Google Sheets, OpenAI) to automate tasks like web scraping, document processing, and email triggers. It runs parallel execution of flows based on credit limits. |
| Skyvern | AI Platforms & Model Ops | AI Agents & Automation | Skyvern is a browser-automation platform that uses large language models (LLMs) and computer vision to automate manual workflows across websites via an API. The platform allows companies to replace brittle, site-specific scripts with AI-driven agents that navigate web pages, extract data, and execute multi-step workflows. |
| Nanonets | AI Platforms & Model Ops | AI Agents & Automation | Nanonets is a platform specializing in intelligent automation AI for business processes. With a focus on Optical Character Recognition (OCR) solutions, the product caters to various business needs. |
| Mindsmith | AI Platforms & Model Ops | AI Agents & Automation | Mindsmith provides an AI platform for building realistic conversational agents and role-play simulations used for training, coaching, and evaluation. Teams can create custom AI characters to simulate customer, candidate, or prospect interactions for skills practice and assessment. |
| Treg | AI Platforms & Model Ops | AI Agents & Automation | Treg is an open-source tool registry and API gateway designed for AI coding agents. Acting as an "OpenRouter for agent tools," it provides a single unified key and pay-per-result pricing across thousands of third-party data services—such as SEO analytics, backlink checking, social media metrics, and lead enrichment—allowing AI agents to dynamically select and execute specialized tasks without requiring individual vendor subscriptions. |
| WPVibe | AI Platforms & Model Ops | AI Agents & Automation | WPVibe provides cloud relay infrastructure and Model Context Protocol services that connect external artificial intelligence clients to self-hosted WordPress installations for site management. The hosted cloud service routes natural language instructions, executes REST API commands, manages Application Passwords, and coordinates real-time draft previews for site administrators. |
| 01.AI | AI Platforms & Model Ops | AI Agents & Automation | 01.AI is an artificial intelligence platform that provides enterprise AI agents, large language models, and AI-powered applications designed to support AI integration into business workflows. The platform enables users to build, deploy, and interact with advanced AI models for tasks such as natural language understanding and generation. |
| Agemo AI | AI Platforms & Model Ops | AI Agents & Automation | Agemo AI develops an AI-platform that converts natural language descriptions into production-ready software tools. The company offers access to its platform via a web interface to enable non-technical users to build and deploy software automations. |
| Agentic | AI Platforms & Model Ops | AI Agents & Automation | Agentic provides autonomous AI agents that connect to tools, APIs and data sources to automate workflows and complete complex tasks for teams and organizations. |
| Agentset | AI Platforms & Model Ops | AI Agents & Automation | Agentset provides an open-source infrastructure for developers to build production-ready retrieval-augmented generation (RAG) applications with built-in agentic reasoning. The software simplifies document ingestion, hybrid search, and reranking to deliver accurate, cited answers from large-scale knowledge bases. |
| AgentsRoom | AI Platforms & Model Ops | AI Agents & Automation | AgentsRoom is a multi-project orchestration platform and visual command center for AI coding agents (such as Claude Code, Codex, Aider, and OpenCode). Available as a desktop and mobile app, it allows developers to launch, monitor, and steer parallel AI agents across different repositories, featuring Kanban task automation, real-time code diff reviews, and encrypted remote control from any device. |
| Grok | AI Platforms & Model Ops | 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. |
| Chatbase | AI Platforms & Model Ops | 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. |
| xAI | AI Platforms & Model Ops | 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. |
| Dust | AI Platforms & Model Ops | 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 information, boosting team productivity and collaboration. |
| Z.ai | AI Platforms & Model Ops | 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. |
| Elicit | AI Platforms & Model Ops | AI Assistants & Copilots | Elicit is an AI-powered research tool that automates literature reviews, data extraction, and synthesis to assist with research analysis tasks. |
| Humbot | AI Platforms & Model Ops | AI Assistants & Copilots | Humbot provides an AI-based platform that offers writing, study, and content improvement tools. It allows users to humanize AI text, check plagiarism, analyze documents, and support academic and professional writing tasks. |
| ChatAI | AI Platforms & Model Ops | AI Assistants & Copilots | ChatAI is a web-based platform integrating six AI models (e.g., ChatGPT 4o, Cohere, AI21) for tasks including text generation, code assistance, and image creation using Stable Diffusion. It supports multi-channel access (web, mobile, WhatsApp). |
| Databutton | AI Platforms & Model Ops | 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 traditional programming, making it accessible for users to create AI-powered applications. |
| BASE44 | AI Platforms & Model Ops | 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 software development by automating tasks such as database setup, authentication, and API integration. The platform offers built-in solutions for data storage, user management, and analytics, eliminating the need for manual configuration of services like Supabase or SendGrid. |
| Meshy | AI Platforms & Model Ops | 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-to-3D transformation, texture generation, and animation tools, catering to game developers, designers, and creators seeking efficient 3D content creation. |
| Comfy | AI Platforms & Model Ops | 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 platform enables users to build, execute and manage generative AI workflows for images, videos and other media without requiring local installation. |
| NVIDIA AI | AI Platforms & Model Ops | 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 support for building GPU-accelerated applications. This includes domains such as AI, graphics rendering, simulation, high-performance computing and more. |
| glif | AI Platforms & Model Ops | AI Development Tools | glif is a low-code / no-code platform that lets users build AI-powered mini-apps and workflows (called “glifs”) that take inputs (text, images, button-clicks) and produce outputs (text, images, video or combinations thereof) using a variety of AI models. |
| Venice AI | AI Platforms & Model Ops | AI Development Tools | Venice.ai provides a platform for building and using AI models through a web interface. The service allows users to generate text and interact with AI models within their workflows. |
| Uberduck | AI Platforms & Model Ops | AI Development Tools | Uberduck is an AI-powered text-to-speech platform that generates customizable synthetic voices. |
| Soniox | AI Platforms & Model Ops | AI Development Tools | Soniox provides high-accuracy, low-latency automatic speech recognition (ASR) and real-time transcription APIs and SDKs to convert audio into text for developers and enterprises. |
| Bria | AI Platforms & Model Ops | AI Development Tools | Bria AI is a generative artificial intelligence platform that provides APIs, SDKs, and tools to generate and edit visual content including images and video using fully licensed AI models. The platform enables developers and enterprises to integrate visual generative AI capabilities and customise outputs based on brand assets and controlled parameters. |
| Pipeboard | AI Platforms & Model Ops | AI Development Tools | Pipeboard is a Model Context Protocol (MCP) server that connects advertising platforms, including Meta Ads and Google Ads, directly to LLM-enabled interfaces like Claude or Cursor. |
| Abbyy Cloud | AI Platforms & Model Ops | AI Development Tools | - |
| ACE Studio | AI Platforms & Model Ops | AI Development Tools | - |
| Aflorithmic | AI Platforms & Model Ops | AI Development Tools | Aflorithmic is a platform for generating synthetic voices using AI (artificial intelligence) technology. |
| Agentset | AI Platforms & Model Ops | AI Development Tools | Agentset provides an open-source infrastructure for developers to build production-ready retrieval-augmented generation (RAG) applications with built-in agentic reasoning. The software simplifies document ingestion, hybrid search, and reranking to deliver accurate, cited answers from large-scale knowledge bases. |
| Anthropic/Claude | AI Platforms & Model Ops | AI Platform | Claude is a large language model developed by Anthropic, capable of handling text, voice messages, and documents to facilitate natural language interactions. |
| OpenAI/ChatGPT | AI Platforms & Model Ops | 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 whole. |
| Perplexity AI | AI Platforms & Model Ops | AI Platform | Perplexity AI is a chatbot that uses machine learning and Natural Language Processing (NLP) to respond to user questions. |
| fal | AI Platforms & Model Ops | 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 and managing custom AI models. |
| Pinecone | AI Platforms & Model Ops | AI Platform | Pinecone is a cloud-based service offering a high-performance vector database for real-time applications. |
| Deepgram | AI Platforms & Model Ops | AI Platform | Deepgram is an AI Speech Platform that provides developers with a simple to use Speech-to-Text API. |
| Cohere | AI Platforms & Model Ops | 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 applications. |
| Modal | AI Platforms & Model Ops | 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-scale batch jobs, job queues, and more without the need of managing infrastructure. |
| Agentic | AI Platforms & Model Ops | 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. |
| LlamaIndex | AI Platforms & Model Ops | 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. |
| Genspark | AI Platforms & Model Ops | 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, providing users with synthesized, unbiased, and interactive responses to their queries. |
| Cerebras | AI Platforms & Model Ops | 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 processor designed to handle very large neural networks. These systems are used for tasks such as training and deploying language models and processing large datasets. Cerebras also provides cloud-based access to the same technology, allowing organizations to use its infrastructure without installing the hardware on-premise. |
| Requesty | AI Platforms & Model Ops | 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 handling across LLMs. |
| Weaviate | AI Platforms & Model Ops | 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 search capabilities, enabling users to explore and analyze unstructured data efficiently. |
| Replicate | AI Platforms & Model Ops | 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 accessible for production use through APIs. The service targets AI development across several domains, such as image, text, and video generation. |
| Qdrant | AI Platforms & Model Ops | 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 applications. |
| Fireworks AI | AI Platforms & Model Ops | 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 the technical aspects of AI integration, focusing on the functionality and deployment of AI within products. |
| Confident AI | AI Platforms & Model Ops | 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 curate datasets, define evaluation metrics, and conduct experiments to assess LLM outputs. |
| Relevance AI | AI Platforms & Model Ops | 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. |
| Cartesia | AI Platforms & Model Ops | 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. |
| Black Forest Labs | AI Platforms & Model Ops | 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. |
| Moonshot AI | AI Platforms & Model Ops | 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 enterprises. It also offers an AI-powered, no-code conversion-optimization platform that analyzes websites and automatically tests improvements to increase user engagement and revenue. |
| Klavis AI | AI Platforms & Model Ops | 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 scale. |
| Braintrust | AI Platforms & Model Ops | AI Platform | Braintrust is a platform for building AI applications, offering tools for evaluating prompts, monitoring performance, and optimizing AI workflows. |
| pyannoteAI | AI Platforms & Model Ops | AI Platform | pyannoteAI provides a cloud-based speech processing platform. It offers APIs for speaker identification and audio analysis. |
| Jina AI | AI Platforms & Model Ops | AI Platform | Jina AI is a Multimodal AI platform |
| Anyscale | AI Platforms & Model Ops | AI Platform | Anyscale is a managed compute platform for building, deploying, and running scalable AI and Python applications using Ray. It provides tools to scale applications from development to production across cloud environments, supporting performance optimization and resource management. |
| Labelbox | AI Platforms & Model Ops | AI Platform | Labelbox is a platform designed for machine learning and artificial intelligence applications, particularly in the field of computer vision. It provides tools and capabilities for data labeling, annotation, and management, which are essential for training machine learning models, especially those that require labeled image and video data. |
| 01.AI | AI Platforms & Model Ops | AI Platform | 01.AI is an artificial intelligence platform that provides enterprise AI agents, large language models, and AI-powered applications designed to support AI integration into business workflows. The platform enables users to build, deploy, and interact with advanced AI models for tasks such as natural language understanding and generation. |
| Abacus.AI | AI Platforms & Model Ops | AI Platform | Abacus.AI is an advanced AI platform that enables organizations to build and deploy real-time machine learning models for a variety of use cases. |
| OpenRouter | AI Platforms & Model Ops | LLM Providers & APIs | - |
| Google One | AI Platforms & Model Ops | 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 recognition, prediction, and content generation, powering features like Google Assistant. |
| Tavily | AI Platforms & Model Ops | 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. |
| Cloro | AI Platforms & Model Ops | LLM Providers & APIs | Cloro provides an API for scraping and extracting structured data from AI search engines and large language models. The tool parses responses from platforms like ChatGPT and Perplexity to facilitate brand monitoring and competitor analysis for search engine optimization. |
| Play.ht | AI Platforms & Model Ops | 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 such as audiobooks, podcasts and video voiceovers. Users can input text, choose a voice and language, and adjust pronunciation settings. The platform enables the download of generated audio or its direct embedding into websites and applications. |
| Linkup | AI Platforms & Model Ops | LLM Providers & APIs | Linkup is a search API platform that enables large-language models (LLMs) and agents to access real-time web data and deliver grounded results. It allows developers to integrate web search capabilities into their applications, agents, or workflows via a programmable interface. |
| Cockatoo | AI Platforms & Model Ops | LLM Providers & APIs | Cockatoo is a transcription platform that utilizes AI to automatically convert recorded speech into text. |
| Abliteration | AI Platforms & Model Ops | LLM Providers & APIs | Abliteration provides hosted artificial intelligence language models with reduced refusal filters alongside an enterprise policy gateway for custom governance. The system processes prompts for tasks like cybersecurity research, synthetic data generation, and machine learning training through OpenAI-compatible application programming interfaces. |
| Okara | AI Platforms & Model Ops | LLM Providers & APIs | Okara provides a private artificial intelligence platform that gives users access to multiple open-source models through an encrypted chat interface. |
| SpeechAce | AI Platforms & Model Ops | LLM Providers & APIs | SpeechAce provides an artificial intelligence platform for the automated assessment of oral language pronunciation and fluency. The software offers an application programming interface that evaluates speech against native speaker models to provide feedback on phonemes, syllables, and speaking rates for educational applications. |
| Tisane Labs | AI Platforms & Model Ops | LLM Providers & APIs | Tisane is an API for real-time text analysis that detects abusive content in 30 languages, providing JSON annotations. |
| Rime | AI Platforms & Model Ops | LLM Providers & APIs | Rime provides a voice AI platform that converts text into speech and supports real-time conversational voice applications. It offers cloud and on-premises deployment options for developers and enterprises building voice-enabled systems. |
| Runware | AI Platforms & Model Ops | LLM Providers & APIs | Runware provides an cloud infrastructure platform and API that runs generative artificial intelligence models for media inference and content creation. The platform connects software applications directly to optimized server clusters to process text, image, and video generation workloads. |
| Langsmith by Langchain | AI Platforms & Model Ops | 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 of LLM-powered application lifecycle. |
| Langfuse | AI Platforms & Model Ops | ML Ops & Model Training | Langfuse is an open-source LLM engineering platform specializing in LLM observability, metrics evaluations, and prompt management. |
| BytePlus | AI Platforms & Model Ops | 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 experiences or deploy AI models. It supports the full workflow from data collection and model training to deployment and inference, plus tools for customer data unification and live-interactive content. |
| TypeSafe AI | AI Platforms & Model Ops | ML Ops & Model Training | TypeSafe provides AI-powered infrastructure and tooling focused on evaluating, testing, and improving the reliability and safety of large language model applications. It helps teams monitor model behavior, run experiments, and build more trustworthy AI systems. |
| Nebius | AI Platforms & Model Ops | 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 Kubernetes and Slurm clusters, as well as tools for dataset processing and model management. |
| Agenta | AI Platforms & Model Ops | ML Ops & Model Training | Agenta is an open-source LLMOps platform that provides an end-to-end workflow for building, testing, evaluating, and monitoring large language model (LLM)-powered applications. The platform centralizes prompt management, versioning, evaluation metrics, observability and deployment tools to help teams ship reliable production-grade LLM apps. |
| V7 | AI Platforms & Model Ops | ML Ops & Model Training | V7 is an AI Training Data platform that allows you to label and annotate data and automate data pipelines. |
| Cekura | AI Platforms & Model Ops | ML Ops & Model Training | Cekura automates Quality Assurance for voice and chat AI agents by allowing teams to simulate diverse scenarios with different personas, run pre-production tests, and monitor live conversations. It enables replay of real calls, provides performance metrics such as latency, interruptions, and compliance, and delivers real-time alerts alongside dashboards, helping teams continuously improve the reliability of their AI agents. |
| Ollama | AI Platforms & Model Ops | ML Ops & Model Training | Ollama provides tools to run and manage large language models locally or on private infrastructure, offering a developer-friendly CLI and desktop app to serve models and build AI applications. |
| Hasty | AI Platforms & Model Ops | ML Ops & Model Training | Hasty is a vision AI platform that enables users to upload image and video datasets, label visual data, and use those labeled datasets to build, compare, and deploy custom computer vision models for machine learning workflows. The platform supports annotation and model training tasks to help data and AI teams prepare training data and iterate on vision AI projects. |
| Crusoe | AI Platforms & Model Ops | ML Ops & Model Training | Crusoe provides cloud and data center infrastructure services that deliver high-performance computing resources for training, deploying, and scaling AI workloads. The platform includes managed AI compute services and modular data center infrastructure powered by renewable and aligned energy sources. |
| LLMbase | AI Platforms & Model Ops | ML Ops & Model Training | LLMbase is an AI platform for building, testing, and managing applications powered by large language models. It helps teams experiment with prompts and models, evaluate outputs, and operationalize LLM workflows. |
| Parasail | AI Platforms & Model Ops | ML Ops & Model Training | Parasail provides managed cloud access to specialized graphic processing unit compute infrastructure and programming interfaces for deployed artificial intelligence applications. The web-hosted dashboard allows users to submit serverless machine learning inference workloads, run large language model pipelines, and track compute resource utilization across scalable cloud clusters. |
| Comet | AI Platforms & Model Ops | ML Ops & Model Training | Comet is a Python-based MLOps platform that logs and compares ML experiments, tracking code, hyperparameters, metrics, and artifacts. It integrates with frameworks like PyTorch and TensorFlow. |
| Portkey | AI Platforms & Model Ops | ML Ops & Model Training | Portkey is a platform that offers tools for building, deploying, and managing AI models and workflows. It allows users to create and integrate AI-driven features into their applications or processes. The platform supports the development and deployment of machine learning models, providing an interface for managing these models and their associated data. |
| LangWatch | AI Platforms & Model Ops | ML Ops & Model Training | LangWatch provides an end-to-end LLM observability, evaluation, and prompt engineering platform for teams shipping AI applications to production. The tool allows developers to trace agent steps, run automated response evaluations, and monitor system performance, latency, and costs in real time. |
| Agenta | AI Platforms & Model Ops | ML Ops & Model Training | Agenta is an open-source LLMOps platform that provides an end-to-end workflow for building, testing, evaluating, and monitoring large language model (LLM)-powered applications. The platform centralizes prompt management, versioning, evaluation metrics, observability and deployment tools to help teams ship reliable production-grade LLM apps. |
| Cloudmersive | AI Platforms & Model Ops | Other | Cloudmersive offers a suite of cloud-based APIs to automate processes such as file conversion, image recognition, data validation, and security threat detection. |
| ACRCloud | AI Platforms & Model Ops | Other | - |
| Google Colab | AI Platforms & Model Ops | Platform | Google Colab is a free cloud-based platform that allows users to write, run, and share Jupyter notebooks with others. |
| Exa | AI Platforms & Model Ops | 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, and similarity search to enhance AI applications. |
Largest three-month activity-rank gains among AI-native tools
Highperformr has the largest measured three-month activity-rank gain among AI-native products with both calendar-month observations: 1,442 positions, as of 23 October 2026, 01:14 UTC. Rank movement is not a percentage growth rate.
| Tool | Category | Rank 3 months ago | Rank now | Ranks gained |
|---|---|---|---|---|
| Highperformr | Marketing & Growth | #2,675 | #1,233 | 1,442 |
| Anam | Customer Success & Support | #2,725 | #1,467 | 1,258 |
| Kie.ai | Marketing & Growth | #2,588 | #1,364 | 1,224 |
| Venice AI | AI Platforms & Model Ops | #2,720 | #1,540 | 1,180 |
| Sphere | Finance & Accounting | #2,686 | #1,681 | 1,005 |
AI-native vs AI-embedded vs hyperscaler
Every product on this map carries one of three classifications. AI-native products are built primarily around AI models — Anthropic/Claude is one. AI-embedded products add AI features to an existing software platform, like GitHub. Hyperscalers are the large cloud platforms that ship AI services alongside everything else, like Google Workspace. Of the AI tools on the map, 67.9% are AI-native, 31.4% AI-embedded and 0.7% hyperscalers.
Frequently Asked Questions
Which AI tools lead the payment-activity ranking in 2026?
Anthropic/Claude, OpenAI/ChatGPT and Google Workspace lead the AI-classified products by trailing 12-month payment activity in Cledara as of 23 October 2026, 01:14 UTC. See the top-20 ranking above. This does not measure seats or usage.
Which AI tool has the highest recorded payment activity?
Anthropic/Claude leads the AI-classified activity ranking, ahead of OpenAI/ChatGPT, with 12.3% of trailing 12-month transactions across all software tracked by Cledara. This is not an AI-only share or the percentage of companies using the tool.
Does Claude or ChatGPT have the higher payment-activity rank?
Anthropic/Claude has the higher trailing 12-month payment-activity rank of the recorded Claude and ChatGPT products, as of 23 October 2026, 01:14 UTC. Activity rank alone cannot establish which receives more spend or has more distinct customers.
How many AI-classified products are recorded?
The catalogue records 1,689 AI-classified products across 13 categories. Catalogue inclusion does not require a current paid observation and does not measure a typical company's tool count. Updated monthly.
What counts as an AI-native product?
AI-native products are built primarily around AI models (e.g. Anthropic/Claude); AI-embedded products add AI to an existing platform (e.g. GitHub). Every product on the map is labelled with its classification.
Related data
Cledara AI Market Map, "Real-Time AI Market Map (2026)", data.cledara.com, updated 23 October 2026, 01:14 UTC. Cite with attribution under the site's CC BY-NC 4.0 data license.