AI Platforms & Model Ops
369 AI tools · 9 subcategories
20.1%of all software purchases
Anthropic/Claude leads with 61% of the category's AI purchases, ahead of OpenAI/ChatGPT (5.9%). AI-native tools take >99%.
AI-native >99%Hyperscaler <1%
Include the source URL and the data date in your citation.
The AI tools companies actually pay for, ranked by purchases across AI-native tools, AI-embedded software and hyperscalers. As of 6 November 2026, 13:16 UTC, Anthropic/Claude is the most-purchased AI tool on Cledara, ahead of OpenAI/ChatGPT and Google Workspace. On its own it outweighs every other category on the map, including all of Collaboration & Productivity (10.2%).
Share of all software purchases
2.1×Claude is bought 2.1 times as often as ChatGPT, across every purchase and renewal in the last 12 months.
#1Anthropic/
#2OpenAI/



#3Google Workspace3.5%1 in 28 purchases
#7Slack1.0%
Zoom0.83%
Notion0.73%
Miro0.67%
Loom













Figma1.3%
Webflow0.96%
Hubspot0.8%
Canva0.72%
Intuit Mailchimp0.53%



















#4Cursor3.2%1 in 31 purchases
#5GitHub2.1%
Zapier0.76%
Vercel0.76%
Lovable




















AI Platforms & Model Ops · 20.1%
Collaboration & Productivity · 10.2%
Marketing & Growth · 9.4%
Engineering & DevOps · 9.3%
Data & Analytics · 1.2%
Sales & Revenue · 1.1%
Customer Success & Support · 1.1%
Legal, Risk & Compliance · 0.42%
Finance & Accounting · 0.15%
Operations & Supply Chain · 0.11%
IT & Security · 0.11%
People Ops & Talent · 0.078%
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The AI 20
The 20 most-purchased AI tools over the last 12 months. Anthropic/Claude accounts for 12.3% of all software purchases on Cledara, ahead of OpenAI/ChatGPT and Google Workspace.
Ranks count every purchase and renewal over the last 12 months. Shares are a percentage of all software purchases on Cledara, so AI tools can be compared directly with the rest of the software market.
| # | Tool | Type | Payment-activity share | 1 in N | Payment-activity rank |
|---|---|---|---|---|---|
| 1 | Anthropic/ClaudeAI Platforms & Model Ops | AI-native | 12.3% | 1 in 8 | #1 |
| 2 | OpenAI/ChatGPTAI Platforms & Model Ops | AI-native | 5.9% | 1 in 17 | #2 |
| 3 | Google WorkspaceCollaboration & Productivity | Hyperscaler | 3.5% | 1 in 28 | #4 |
| 4 | CursorEngineering & DevOps | AI-native | 3.2% | 1 in 31 | #5 |
| 5 | GitHubEngineering & DevOps | 2.1% | 1 in 48 | #7 | |
| 6 | FigmaMarketing & Growth | 1.3% | 1 in 78 | #10 | |
| 7 | SlackCollaboration & Productivity | 1.0% | 1 in 99 | #11 | |
| 8 | WebflowMarketing & Growth | 0.96% | 1 in 104 | #12 | |
| 9 | ZoomCollaboration & Productivity | 0.83% | 1 in 121 | #13 | |
| 10 | HubspotMarketing & Growth | 0.8% | 1 in 124 | #14 | |
| 11 | ZapierEngineering & DevOps | 0.76% | 1 in 131 | #16 | |
| 12 | VercelEngineering & DevOps | 0.76% | 1 in 131 | #17 | |
| 13 | NotionCollaboration & Productivity | 0.73% | 1 in 137 | #19 | |
| 14 | CanvaMarketing & Growth | 0.72% | 1 in 138 | #20 | |
| 15 | MiroCollaboration & Productivity | 0.67% | 1 in 149 | #23 | |
| 16 | Intuit MailchimpMarketing & Growth | 0.53% | 1 in 188 | #25 | |
| 17 | ElevenLabsMarketing & Growth | AI-native | 0.5% | 1 in 199 | #26 |
| 18 | LovableEngineering & DevOps | AI-native | 0.47% | 1 in 212 | #27 |
| 19 | TypeformMarketing & Growth | 0.47% | 1 in 215 | #28 | |
| 20 | OpenRouterAI Platforms & Model Ops | AI-native | 0.46% | 1 in 215 | #29 |
Of the 20 most-purchased AI tools, 6 are AI-native, 13 AI-embedded and 1 hyperscaler. Together they account for 38% of all software purchases and renewals on Cledara. Marketing & Growth is the most represented category, with 7 of the 20 tools.
"1 in N" turns a tool's share into plain odds: one in every N software purchases and renewals on Cledara goes to that tool. Payment-activity rank places each AI tool among every product bought through Cledara, AI or not.
twelve territories
Every AI product companies pay for through Cledara, mapped by category and classified as AI-native, AI-embedded or hyperscaler. Use it to see which AI tools dominate each part of the stack and where new challengers are breaking through.
369 AI tools · 9 subcategories
20.1%of all software purchases
Anthropic/Claude leads with 61% of the category's AI purchases, ahead of OpenAI/ChatGPT (5.9%). AI-native tools take >99%.
AI-native >99%Hyperscaler <1%
180 AI tools · 12 subcategories
10.2%of all software purchases
Google Workspace leads with 35% of the category's AI purchases, ahead of Slack (1.0%). AI-native tools take 13%.
AI-native 13%Hyperscaler 35%
485 AI tools · 11 subcategories
9.4%of all software purchases
Figma leads with 14% of the category's AI purchases, ahead of Webflow (0.96%). AI-native tools take 27%.
AI-native 27%
120 AI tools · 10 subcategories
9.3%of all software purchases
Cursor leads with 34% of the category's AI purchases, ahead of GitHub (2.1%). AI-native tools take 47%.
AI-native 47%Hyperscaler <1%
83 AI tools · 9 subcategories
1.2%of all software purchases
Datadog leads with 36% of the category's AI purchases, ahead of Hotjar (0.16%). AI-native tools take 6%.
AI-native 6%
154 AI tools · 7 subcategories
1.1%of all software purchases
Apollo.io leads with 31% of the category's AI purchases, ahead of Clay Labs (0.18%). AI-native tools take 90%.
AI-native 90%
96 AI tools · 7 subcategories
1.1%of all software purchases
Intercom leads with 30% of the category's AI purchases, ahead of Zendesk (0.27%). AI-native tools take 12%.
AI-native 12%
57 AI tools · 6 subcategories
0.42%of all software purchases
DocuSign leads with 85% of the category's AI purchases, ahead of Vanta (0.019%). AI-native tools take 4%.
AI-native 4%
43 AI tools · 6 subcategories
0.15%of all software purchases
Dext leads with 74% of the category's AI purchases, ahead of Monitr (0.011%). AI-native tools take 7%.
AI-native 7%
45 AI tools · 7 subcategories
0.11%of all software purchases
AfterShip leads with 26% of the category's AI purchases, ahead of SAP (0.021%). AI-native tools take 16%.
AI-native 16%
41 AI tools · 8 subcategories
0.11%of all software purchases
afi.ai leads with 39% of the category's AI purchases, ahead of TitanHQ (0.0094%). AI-native tools take 57%.
AI-native 57%
55 AI tools · 6 subcategories
0.078%of all software purchases
Metaview leads with 53% of the category's AI purchases, ahead of Peec AI (0.034%). AI-native tools take 98%.
AI-native 98%
Breaking through
Highperformr is the fastest-rising AI-native tool, up 1,442 places in the popularity ranking over three months, as of 6 November 2026, 13:16 UTC.
Highperformr
Marketing & Growth
+1,442places in 3 months
Anam
Customer Success & Support
+1,258places in 3 months
Kie.ai
Marketing & Growth
+1,224places in 3 months
Venice AI
AI Platforms & Model Ops
+1,180places in 3 months
Sphere
Finance & Accounting
+1,005places in 3 months
| 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 |
Three kinds of AI
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, 68% are AI-native, 31.3% AI-embedded and 0.7% hyperscalers.
AI-native
Built around AI models. Anthropic/Claude, OpenAI/ChatGPT, Cursor.
Established software with AI built in. GitHub, Figma, Slack.
Hyperscaler
Large cloud platforms shipping AI alongside everything else. Google Workspace, Google One, Google Colab.
Origins
The class of 2023 dominates: more AI tools on the map were founded in 2023 than in any other year. The United Kingdom is the second-largest home for AI tools on the map, after the United States.
AI tools on the map by the year the company was founded.
AI tools on the map by recorded headquarters country.
The full catalogue
Filter the catalogue by founded year, category or headquarters country. PNG exports show up to six tools in each of the twelve largest categories; CSV and JSON include every matching tool.
1731 matching tools in 13 categories
Source: Cledara software payments data, classified by AI type and category. Published 6 November 2026, 13:16 UTC.
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 |
|---|---|---|---|
| HyperAgent | AI Platforms & Model Ops | AI Agents & Automation | HyperAgent is a cloud-based orchestration platform that enables teams to deploy and manage fleets of autonomous AI agents designed to execute complex, multi-step business workflows. It features a learnable "skills" system that allows agents to refine specific organisational processes over time, while providing centralised management tools for monitoring performance, controlling costs, and A/B testing various AI models and configurations. |
| HyperAgent | AI Platforms & Model Ops | AI Agents & Automation | HyperAgent is a cloud-based orchestration platform that enables teams to deploy and manage fleets of autonomous AI agents designed to execute complex, multi-step business workflows. It features a learnable "skills" system that allows agents to refine specific organisational processes over time, while providing centralised management tools for monitoring performance, controlling costs, and A/B testing various AI models and configurations. |
| 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 behaviour 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. |
| LemonB | AI Platforms & Model Ops | AI Agents & Automation | LemonB provides domain-specific AI platforms such as TenderB, which automates tendering processes, and ReportB, which generates business reports. Its products focus on integration, data compliance in Europe, and autonomous operation. |
| MindPal | AI Platforms & Model Ops | AI Agents & Automation | MindPal provides a platform for creating and deploying AI agents. It allows automation of business workflows through configurable AI tools. |
| MindPal | AI Platforms & Model Ops | AI Agents & Automation | MindPal provides a platform for creating and deploying AI agents. It allows automation of business workflows through configurable AI tools. |
| MyClaw | AI Platforms & Model Ops | AI Agents & Automation | MyClaw.ai is a managed cloud hosting platform that provides one-click deployment and continuous operation of autonomous AI agents based on the open-source OpenClaw framework, offering always-on personal AI assistants without DevOps setup. It targets individuals and businesses seeking easy access to autonomous AI and task automation. |
| MyClaw | AI Platforms & Model Ops | AI Agents & Automation | MyClaw.ai is a managed cloud hosting platform that provides one-click deployment and continuous operation of autonomous AI agents based on the open-source OpenClaw framework, offering always-on personal AI assistants without DevOps setup. It targets individuals and businesses seeking easy access to autonomous AI and task automation. |
| Parallel | AI Platforms & Model Ops | AI Agents & Automation | Parallel provides web infrastructure and search APIs designed specifically for AI agents. It allows artificial intelligence applications to search, extract, monitor, and reason over real-time web data with cited sources and structured outputs. |
| Picolo | AI Platforms & Model Ops | AI Agents & Automation | Picolo AI is an operational AI platform for consumer and e-commerce brands that deploys autonomous agents across customer support, subscriptions, fraud detection, logistics, and marketing. It connects directly into tools like Shopify, Gorgias, and Klaviyo to automate end-to-end business workflows and allow lean teams to scale without adding headcount. |
| PRISM | AI Platforms & Model Ops | AI Agents & Automation | PRISM provides a financial data aggregation layer and native Model Context Protocol (MCP) server built for AI agents and developer workflows. |
| Reprompt | AI Platforms & Model Ops | AI Agents & Automation | Reprompt is a platform that provides AI agents that automatically validate, and analyse location-based data by processing inputs such as web content, geospatial information, images, and documents for real-time data workflows. |
| 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. |
| Harvey | AI Platforms & Model Ops | AI Assistants & Copilots | Harvey, powered by Vartion, provides a search and analysis interface for scientific and biological literature by retrieving and interpreting patterns from public and private biological data sources. The platform supports users in quickly locating relevant scientific information from large databases to assist research tasks. |
| Kimi | AI Platforms & Model Ops | AI Assistants & Copilots | Kimi is an AI assistant developed by Moonshot AI that provides large language model capabilities for chat, content generation, and data analysis. It enables users to perform tasks such as writing, research, coding, and document processing. |
| Kimi | AI Platforms & Model Ops | AI Assistants & Copilots | Kimi is an AI assistant developed by Moonshot AI that provides large language model capabilities for chat, content generation, and data analysis. It enables users to perform tasks such as writing, research, coding, and document processing. |
| Langdock | AI Platforms & Model Ops | AI Assistants & Copilots | Langdock is an AI platform that offers a secure and flexible ChatGPT-like application for businesses, enabling them to drive GenAI adoption within their organisations. The platform supports multiple large language models (LLMs) from various providers, including GPT-4 Turbo, and allows companies to integrate their own models. |
| LooksMaxxing AI | AI Platforms & Model Ops | AI Assistants & Copilots | LooksMaxxing AI is an AI-powered web application that analyses selfies and photos to provide attractiveness, grooming, and appearance improvement feedback. |
| Maax AI | AI Platforms & Model Ops | AI Assistants & Copilots | Maax AI is a conversational AI platform |
| Okara | AI Platforms & Model Ops | AI Assistants & Copilots | Okara provides a private artificial intelligence platform that gives users access to multiple open-source models through an encrypted chat interface. |
| OpenCode | AI Platforms & Model Ops | AI Assistants & Copilots | - |
| Palabra.ai | AI Platforms & Model Ops | AI Assistants & Copilots | Palabra.ai provides AI-powered language and communication tools for businesses. The platform uses artificial intelligence to assist with content creation, communication workflows, and language processing tasks. |
| QoQo | AI Platforms & Model Ops | AI Assistants & Copilots | QoQo provides an AI companion for UX design, offering an organised perspective during the early stages of the design process. It aids in obtaining a broad understanding and insights to enhance the user experience. |
| Hive Mechanics | AI Platforms & Model Ops | AI Development Tools | - |
| Hopper | AI Platforms & Model Ops | AI Development Tools | - |
| Hyper3D | AI Platforms & Model Ops | 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 optimised geometry for use in games, product design, architecture, and 3D printing. |
| IBM | AI Platforms & Model Ops | AI Development Tools | - |
| Imagtune | AI Platforms & Model Ops | AI Development Tools | Imagtune provides an artificial intelligence interface for the generation and enhancement of digital images from text descriptions or existing visual inputs. Users utilise the system to modify artistic styles and improve image resolution for creative projects or commercial marketing content. |
| Imagtune | AI Platforms & Model Ops | AI Development Tools | Imagtune provides an artificial intelligence interface for the generation and enhancement of digital images from text descriptions or existing visual inputs. Users utilise the system to modify artistic styles and improve image resolution for creative projects or commercial marketing content. |
| JoggAI | AI Platforms & Model Ops | AI Development Tools | JoggAI offers an API and platform to generate avatar videos, transform URLs or scripts into videos, and animate photos. It provides tools like voice cloning, lip-sync, and batch video generation to integrate video output into workflows. |
| Knit | AI Platforms & Model Ops | AI Development Tools | Knit is a platform for managing AI prompts, offering features to store, edit, and run prompts efficiently. Users can organise prompts into projects, set up different use cases, manage project members and settings, and collaborate on prompts with varying access control levels. |
| Leonardo.ai | AI Platforms & Model Ops | AI Development Tools | - |
| LM Studio | AI Platforms & Model Ops | AI Development Tools | LM Studio is a desktop application for discovering, downloading, and running large language models locally on your own computer. It provides a user interface and developer tools for offline AI chat, model management, and local inference. |
| Ludo | AI Platforms & Model Ops | AI Development Tools | Ludo is a platform designed to enhance game development processes using artificial intelligence. It offers a range of tools that aid in generating new game concepts, researching market trends, and boosting creativity in game design. The platform provides data-driven insights for market analysis, helping users identify and capitalize on current trends. It also features a comprehensive resource for game development, including game and image search capabilities, and the generation of various game elements. |
| Mammouth | AI Platforms & Model Ops | AI Development Tools | - |
| Mathpix | AI Platforms & Model Ops | 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 processed by machines. |
| Mindee | AI Platforms & Model Ops | AI Development Tools | Mindee is a platform that helps developers incorporate advanced document parsing and automation features into their software applications. |
| MultiSet | AI Platforms & Model Ops | AI Development Tools | MultiSet provides software for visual positioning, 3D mapping, localization, and object tracking. The platform offers APIs and cloud services for robotics, augmented reality, and spatial computing applications. |
| Musicfy | AI Platforms & Model Ops | AI Development Tools | Musicfy is a platform that uses AI technology for music composition, generation, and AI voice synthesis |
| Nextech AR Solutions | AI Platforms & Model Ops | AI Development Tools | Nextech3D.ai provides an AI-driven platform for 3D modelling and spatial computing, serving as a primary 3D asset supplier for Amazon’s e-commerce platform. The company's product suite includes Toggle3D.ai for CAD-to-3D conversion, ARway.ai for indoor navigation, and a dedicated platform for digital event management. |
| Novita AI | AI Platforms & Model Ops | AI Development Tools | - |
| 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. |
| PixVerse | AI Platforms & Model Ops | AI Development Tools | PixVerse is an AI-driven platform that converts text prompts and static images into short-form videos using generative models. It supports features like lip-syncing, motion effects, and 4K upscaling. The platform offers a REST API for integration and provides templates for various visual styles. |
| Plasticity | AI Platforms & Model Ops | AI Development Tools | Plasticity is a platform that focuses on neural network modelling and artificial intelligence development. |
| PlugBear | AI Platforms & Model Ops | 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. |
| Polaron | AI Platforms & Model Ops | AI Development Tools | Polaron is a platform that uses artificial-intelligence and microstructural image data to accelerate the design and optimisation of advanced materials. It converts image-based data into 3D representations and uses AI-driven optimisation to reduce the time, cost, and number of prototypes needed for new material development. |
| Prompt Cowboy | AI Platforms & Model Ops | AI Development Tools | Prompt Cowboy is a web-based platform for creating, managing, and sharing AI prompts and workflows to help teams optimise and scale large language model outputs. |
| Prompt Cowboy | AI Platforms & Model Ops | AI Development Tools | Prompt Cowboy is a web-based platform for creating, managing, and sharing AI prompts and workflows to help teams optimise and scale large language model outputs. |
| Promptmetheus | AI Platforms & Model Ops | AI Development Tools | Promptmetheus is an Integrated Development Environment (IDE) designed to assist users in composing, testing, and optimising prompts for Large Language Models (LLMs). It supports over 100 LLMs and various inference APIs, enabling users to create and refine prompts for AI applications and workflows. |
| pyannoteAI | AI Platforms & Model Ops | AI Development Tools | pyannoteAI provides a cloud-based speech processing platform. It offers APIs for speaker identification and audio analysis. |
| QuickMagic | AI Platforms & Model Ops | AI Development Tools | QuickMagic is a cloud-hosted AI motion-capture platform that converts 2D video input (up to 100 MB, 30 s free tier; longer via paid plan) into 3D skeletal animation data. It analyses human joint positions (upper body, hands), auto-detects keyframes, applies physics-based smoothing, and exports FBX, BIP, VMD, UE formats. |
| Ragie | AI Platforms & Model Ops | AI Development Tools | - |
| Remaker AI | AI Platforms & Model Ops | AI Development Tools | - |
| Repo Prompt | AI Platforms & Model Ops | AI Development Tools | Repo Prompt converts code repositories into structured text files for integration into large language model context windows. The system facilitates the selection of relevant project files and generates architectural summaries to assist artificial intelligence in understanding complex software codebases. |
| Repo Prompt | AI Platforms & Model Ops | AI Development Tools | Repo Prompt converts code repositories into structured text files for integration into large language model context windows. The system facilitates the selection of relevant project files and generates architectural summaries to assist artificial intelligence in understanding complex software codebases. |
| LibreChat | AI Platforms & Model Ops | 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 switching, conversation branching, file and image uploads, and customisation of UI and model endpoints. |
| neptune.ai | AI Platforms & Model Ops | AI Platform | neptune.ai is a machine learning experimentation platform that facilitates collaborative and organised model development and deployment. |
| Noveum | AI Platforms & Model Ops | AI Platform | Noveum is a platform that provides an AI gateway to route API calls to multiple large language model providers, collecting performance metrics such as latency, cost, and token usage. It enables users to evaluate and compare models using custom or preloaded datasets. |
| Poe | AI Platforms & Model Ops | AI Platform | Poe is a tool that allows users to ask questions and receive answers from AI bots built on top of large language models (LLMs). |
| Prime Intellect | AI Platforms & Model Ops | AI Platform | Prime Intellect provides a decentralised platform for AI development, offering scalable compute resources to train AI models across multiple clouds for collaborative innovation. |
| Reducto | AI Platforms & Model Ops | AI Platform | Reducto is a document ingestion API that accepts unstructured files (PDFs, images, spreadsheets, slide decks) and returns structured, schema-based outputs optimised for large language model workflows. It can also support document editing tasks like filling forms or modifying content via API calls. |
| Hugging Face | AI Platforms & Model Ops | LLM Providers & APIs | - |
| Mistral AI | AI Platforms & Model Ops | LLM Providers & APIs | - |
| MxSpeech | AI Platforms & Model Ops | 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 transcription and analysis. |
| Nari Dia | AI Platforms & Model Ops | LLM Providers & APIs | Nari Dia offers advanced AI-powered text-to-speech solutions, including the Dia 1.6B TTS model, capable of generating ultra-realistic dialogue with natural intonation, rhythm, and emotion. |
| Neuphonic | AI Platforms & Model Ops | LLM Providers & APIs | Neuphonic provides real-time voice AI services such as text-to-speech, voice cloning, and programmable voice agents through an API. The platform is used by developers and enterprises that require low-latency, natural-sounding voices for support, sales, and conversational AI applications. |
| Nous Research | AI Platforms & Model Ops | LLM Providers & APIs | - |
| Promptitude.io | AI Platforms & Model Ops | LLM Providers & APIs | Promptitude.io is an AI tool that provides an API for the integration of GPT into SaaS and mobile apps. |
| GPU.ai | AI Platforms & Model Ops | ML Ops & Model Training | GPU.ai provides cloud-based GPU infrastructure and AI compute services for training, inference, and high-performance workloads. It offers access to GPU resources and related platform capabilities for organisations building and running AI applications. |
| GROQ | AI Platforms & Model Ops | ML Ops & Model Training | - |
| Hamming | AI Platforms & Model Ops | ML Ops & Model Training | Hamming provides a platform that automates testing and monitoring of AI voice agents through simulated calls and analytics. It enables teams to evaluate and optimise AI voice systems for production use. |
| 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. |
| HPC-AI | AI Platforms & Model Ops | ML Ops & Model Training | HPC-AI Tech provides an open-source software stack that optimises the training and deployment of large-scale artificial intelligence models across high-performance computing clusters. |
| HPC-AI | AI Platforms & Model Ops | ML Ops & Model Training | HPC-AI Tech provides an open-source software stack that optimises the training and deployment of large-scale artificial intelligence models across high-performance computing clusters. |
| Humanloop | AI Platforms & Model Ops | ML Ops & Model Training | Humanloop is a platform that assists developers in building applications using large language models, primarily focusing on data labelling and annotation for machine learning tasks. |
| HumanSignal | AI Platforms & Model Ops | ML Ops & Model Training | HumanSignal's Label Studio Enterprise is a data labelling platform supporting image, video, audio, text, and time series data. It offers customisable interfaces, LLM-assisted pre-labelling, and ML model integration. Limitations include performance constraints with large files (e.g., videos >1 hour, audio >30 minutes). Deployment requires cloud or on-premises infrastructure |
| Hyperbolic | AI Platforms & Model Ops | ML Ops & Model Training | Hyperbolic provides cloud infrastructure for artificial intelligence workloads. The platform enables users to access GPU computing resources for model training and inference. |
| Hyperbolic | AI Platforms & Model Ops | ML Ops & Model Training | Hyperbolic provides cloud infrastructure for artificial intelligence workloads. The platform enables users to access GPU computing resources for model training and inference. |
| Inception Labs | AI Platforms & Model Ops | ML Ops & Model Training | Inception Labs develops artificial intelligence systems focused on automating complex research and data synthesis tasks for enterprise clients. The platform provides tools for generating structured insights and managing specialized AI models within business workflows. |
| Kili | AI Platforms & Model Ops | ML Ops & Model Training | Kili is a platform that simplifies data labelling, error correction, and operations for AI and machine learning projects, while also providing expert labelling services. |
| LandingAI | AI Platforms & Model Ops | ML Ops & Model Training | LandingAI offers a vision/visual-AI platform that lets organisations build, label, train and deploy custom vision model, for tasks like document extraction, image analysis, object detection and other machine-vision use cases. |
| 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. |
| MindsDB | AI Platforms & Model Ops | ML Ops & Model Training | MindsDB provides a platform that enables users to integrate machine learning models into databases and data workflows. It allows teams to build and deploy predictive models using SQL-based interfaces. |
| Moonlake AI | AI Platforms & Model Ops | ML Ops & Model Training | Moonlake AI is an AI platform that provides tools for building, deploying, and managing large language model–based applications and assistants. It enables teams to integrate AI capabilities into products and workflows. |
| 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. |
| Orq.ai | AI Platforms & Model Ops | ML Ops & Model Training | Orq.ai is a centralised environment for software operations teams to manage large language model workflows. It helps teams design, deploy, monitor, and optimise AI applications and workflows. It provides tooling for prompt management, experimentation, observability, and governance for production AI systems. |
| Orq.ai | AI Platforms & Model Ops | ML Ops & Model Training | Orq.ai is a centralised environment for software operations teams to manage large language model workflows. It helps teams design, deploy, monitor, and optimise AI applications and workflows. It provides tooling for prompt management, experimentation, observability, and governance for production AI systems. |
| Paperspace | AI Platforms & Model Ops | ML Ops & Model Training | A cloud platform that enables users to develop, train, and deploy AI models, offering GPU compute resources, virtual desktops, and centralised management for scalable workloads. |
| PromptFoo | AI Platforms & Model Ops | ML Ops & Model Training | PromptFoo provides testing, validation, and monitoring tools for LLM prompts and outputs, enabling teams to write tests, evaluate model responses, and track regression across models. It offers both an open-source CLI and a hosted web service for continuous prompt quality assurance. |
| Recombee | AI Platforms & Model Ops | ML Ops & Model Training | Recombee is a software company that offers a recommendation engine. It provides personalised product and content recommendations based on collaborative and content-based filtering algorithms to improve user experience. The system includes features such as real-time personalisation, AI-powered A/B testing, and advanced business rules. |
| ReLens | AI Platforms & Model Ops | ML Ops & Model Training | ReLens is a platform that enables users to monitor and analyse how their products are mentioned and utilised by large language models across various AI platforms. It provides tools to track product visibility, detect potential misrepresentations, and identify opportunities to enhance AI-driven brand presence. |
| Google Gemini | AI Platforms & Model Ops | Other | - |
| Hour One | AI Platforms & Model Ops | Other | Hour One is a platform that provides AI-powered video generation tools. It utilises text-to-video technology and incorporates hyper-realistic AI avatars. The platform supports over 100 languages and various accents and voices, catering to a range of video creation needs. It is designed to be user-friendly, requiring no specialized design or editing skills. |
| LALAL.AI | AI Platforms & Model Ops | Other | LALAL.AI is an audio processing tool that separates vocals and instruments from audio files. Users can upload audio and extract individual audio tracks. |
| Natural Readers | AI Platforms & Model Ops | Other | Natural Readers is a text-to-speech software that converts written text into spoken words. |
| OCR Space | AI Platforms & Model Ops | Other | - |
| Mem0 | AI Platforms & Model Ops | Vector Databases | Mem0 provides a memory layer for AI applications that enables systems to store and retrieve user interactions and context over time. It allows AI agents and applications to learn from past interactions and deliver more personalised responses. |
| Mem0 | AI Platforms & Model Ops | Vector Databases | Mem0 provides a memory layer for AI applications that enables systems to store and retrieve user interactions and context over time. It allows AI agents and applications to learn from past interactions and deliver more personalised responses. |
| Mixedbread | AI Platforms & Model Ops | Vector Databases | Mixedbread provides an omnimodal search and retrieval platform that allows artificial intelligence models to access and process text, images, and video content. The infrastructure utilises specialized embedding models and reranking technology to deliver precise context for complex agentic workflows. |
| Mixedbread | AI Platforms & Model Ops | Vector Databases | Mixedbread provides an omnimodal search and retrieval platform that allows artificial intelligence models to access and process text, images, and video content. The infrastructure utilises specialized embedding models and reranking technology to deliver precise context for complex agentic workflows. |
Method
This AI market map covers 1,731 AI products, from AI-native tools to AI-embedded software and hyperscalers, ranked by how often companies buy and renew them over the last 12 months. Anthropic/Claude ranks ahead of OpenAI/ChatGPT as of 6 November 2026, 13:16 UTC. Updated monthly.
Anthropic/Claude, OpenAI/ChatGPT and Google Workspace are the most-purchased AI tools on Cledara over the last 12 months, as of 6 November 2026, 13:16 UTC. See the top-20 ranking above.
Anthropic/Claude is the most-purchased AI tool, ahead of OpenAI/ChatGPT, with 12.3% of all software purchases on Cledara over the last 12 months.
Anthropic/Claude ranks higher in business purchases over the last 12 months, as of 6 November 2026, 13:16 UTC. See the full Claude vs ChatGPT comparison for spend and overlap data.
The map covers 1,731 AI products across 13 categories, from model providers and AI coding tools to AI features inside established software. It is updated monthly as new AI tools reach business buyers.
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.
Use this map
Every tool and every category has its own link, ready for a post, a deck or a newsletter.
Links open the map with a tool or category already highlighted.
data.cledara.com/ai-market-map ?vendor=cursor ?zoom=engineering-and-devops
Put a finding from the map in an article or newsletter, with a credit link back to the source.
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<figcaption>Source: Cledara
AI Market Map</figcaption>
</figure>Cledara research updates
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