{ "source": "Cledara SaaS Market Data", "page": "https://data.cledara.com/startups/united-states/ai-platforms-and-model-ops", "updated": "2026-10-21", "publicationId": "4ba066f19a5e2ca576eba3bc02eb65391ef9771d70cff546a07e03cb94376c44", "contentModified": "2026-10-21T12:18:03.564Z", "exportVersion": 2, "observationThrough": "2026-10", "license": "https://creativecommons.org/licenses/by-nc/4.0/", "columns": [ "rank", "product", "category", "subcategory", "founded_year", "employee_range", "funding_range", "hq", "canonical_city", "canonical_region", "country_code", "city_id", "rank_change_12m_activity", "url", "global_spend_share_pct", "global_activity_rank", "observation_month", "ranking_basis", "description" ], "rows": [ { "rank": 1, "product": "OpenAI/ChatGPT", "category": "AI Platforms & Model Ops", "subcategory": "AI Platform", "founded_year": 2015, "employee_range": "1,001-5,000 employees", "funding_range": "$250M+", "hq": "San Francisco, CA", "canonical_city": "San Francisco", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-francisco", "rank_change_12m_activity": -1, "url": "https://openai.com/", "global_spend_share_pct": 4.774239030445971, "global_activity_rank": 2, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "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." }, { "rank": 2, "product": "OpenRouter", "category": "AI Platforms & Model Ops", "subcategory": "LLM Providers & APIs", "founded_year": 2023, "employee_range": "11-50 employees", "funding_range": "$25M - 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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." }, { "rank": 9, "product": "Modal", "category": "AI Platforms & Model Ops", "subcategory": "AI Platform", "founded_year": 2021, "employee_range": "11-50 employees", "funding_range": "$100M - $250M", "hq": "New York City, New York", "canonical_city": "New York", "canonical_region": "New York", "country_code": "US", "city_id": "US:new-york:new-york", "rank_change_12m_activity": 606, "url": "https://modal.com/", "global_spend_share_pct": 0.022123519420695435, "global_activity_rank": 499, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "Modal provides a serverless platform tailored for machine learning (ML) and artificial intelligence (AI) teams. 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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." }, { "rank": 12, "product": "fal", "category": "AI Platforms & Model Ops", "subcategory": "AI Platform", "founded_year": 2021, "employee_range": "51-200 employees", "funding_range": "$250M+", "hq": "San Francisco", "canonical_city": "San Francisco", "canonical_region": null, "country_code": "US", "city_id": "US:_:san-francisco", "rank_change_12m_activity": 776, "url": "https://fal.ai/", "global_spend_share_pct": 0.011337230680541488, "global_activity_rank": 264, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "fal provides a cloud-based platform for running generative-media models and AI inference through APIs. 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" }, { "rank": 14, "product": "Cerebras", "category": "AI Platforms & Model Ops", "subcategory": "AI Platform", "founded_year": 2016, "employee_range": "501-1,000 employees", "funding_range": "$250M+", "hq": "Sunnyvale, California", "canonical_city": "Sunnyvale", "canonical_region": "California", "country_code": "US", "city_id": "US:california:sunnyvale", "rank_change_12m_activity": 1636, "url": "https://cerebras.ai/", "global_spend_share_pct": 0.0100510481307098, "global_activity_rank": 677, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "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." }, { "rank": 15, "product": "Google One", "category": "AI Platforms & Model Ops", "subcategory": "LLM Providers & APIs", "founded_year": 2018, "employee_range": null, "funding_range": null, "hq": "Mountain View, California", "canonical_city": "Mountain View", "canonical_region": "California", "country_code": "US", "city_id": "US:california:mountain-view", "rank_change_12m_activity": -154, "url": "https://one.google.com/", "global_spend_share_pct": 0.010003562456220772, "global_activity_rank": 338, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "Google One is Google's AI research and development arm, dedicated to creating innovative AI technologies. 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The platform is designed to support the technical aspects of AI integration, focusing on the functionality and deployment of AI within products. 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It offers features like semantic understanding of queries, instant content retrieval, and similarity search to enhance AI applications." }, { "rank": 19, "product": "Comfy", "category": "AI Platforms & Model Ops", "subcategory": "AI Development Tools", "founded_year": 2024, "employee_range": "11-50 employees", "funding_range": "$10M - $25M", "hq": "San Francisco", "canonical_city": "San Francisco", "canonical_region": null, "country_code": "US", "city_id": "US:_:san-francisco", "rank_change_12m_activity": null, "url": "https://comfy.org/", "global_spend_share_pct": 0.005542289225229203, "global_activity_rank": 883, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "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." }, { "rank": 20, "product": "Meshy", "category": "AI Platforms & Model Ops", "subcategory": "AI Development Tools", "founded_year": 2023, "employee_range": "51-200 employees", "funding_range": null, "hq": "Sunnyvale, California", "canonical_city": "Sunnyvale", "canonical_region": "California", "country_code": "US", "city_id": "US:california:sunnyvale", "rank_change_12m_activity": 1959, "url": "https://meshy.ai/", "global_spend_share_pct": 0.004434101681862676, "global_activity_rank": 581, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "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. ​" }, { "rank": 21, "product": "Labelbox", "category": "AI Platforms & Model Ops", "subcategory": "AI Platform", "founded_year": 2018, "employee_range": "51-200 employees", "funding_range": "$100M - $250M", "hq": "San Francisco, California", "canonical_city": "San Francisco", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-francisco", "rank_change_12m_activity": 588, "url": "https://labelbox.com/", "global_spend_share_pct": 0.004217579536618725, "global_activity_rank": 1926, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "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." }, { "rank": 22, "product": "Replicate", "category": "AI Platforms & Model Ops", "subcategory": "AI Platform", "founded_year": 2019, "employee_range": "11-50 employees", "funding_range": "$25M - $50M", "hq": "San Francisco, CA", "canonical_city": "San Francisco", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-francisco", "rank_change_12m_activity": -368, "url": "https://replicate.com/", "global_spend_share_pct": 0.004090126456584833, "global_activity_rank": 721, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "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. " }, { "rank": 23, "product": "Confident AI", "category": "AI Platforms & Model Ops", "subcategory": "AI Platform", "founded_year": 2023, "employee_range": "11-50 employees", "funding_range": "$1M - $5M", "hq": "San Francisco, California", "canonical_city": "San Francisco", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-francisco", "rank_change_12m_activity": null, "url": "https://confident-ai.com/", "global_spend_share_pct": 0.003854202083812477, "global_activity_rank": 1004, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "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. " }, { "rank": 24, "product": "Anyscale", "category": "AI Platforms & Model Ops", "subcategory": "AI Platform", "founded_year": 2019, "employee_range": "201-500 employees", "funding_range": "$50M - $100M", "hq": "San Francisco, California", "canonical_city": "San Francisco", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-francisco", "rank_change_12m_activity": 87, "url": "https://anyscale.com/", "global_spend_share_pct": 0.003766727968429221, "global_activity_rank": 1875, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "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." }, { "rank": 25, "product": "Tavily", "category": "AI Platforms & Model Ops", "subcategory": "LLM Providers & APIs", "founded_year": 2024, "employee_range": "51-200 employees", "funding_range": "$10M - $25M", "hq": "New York, NY", "canonical_city": "New York", "canonical_region": "New York", "country_code": "US", "city_id": "US:new-york:new-york", "rank_change_12m_activity": 1803, "url": "https://tavily.com/", "global_spend_share_pct": 0.003059733426999539, "global_activity_rank": 716, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "Tavily is a search API designed for AI applications (LLMs), providing accurate, real-time information retrieval to reduce hallucinations and optimize decision-making." }, { "rank": 26, "product": "Cassidy", "category": "AI Platforms & Model Ops", "subcategory": "AI Agents & Automation", "founded_year": 2023, "employee_range": "51-200 employees", "funding_range": "$10M - $25M", "hq": "New York, NY", "canonical_city": "New York", "canonical_region": "New York", "country_code": "US", "city_id": "US:new-york:new-york", "rank_change_12m_activity": 158, "url": "https://cassidyai.com/", "global_spend_share_pct": 0.002965167922660881, "global_activity_rank": 789, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "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." }, { "rank": 27, "product": "NVIDIA AI", "category": "AI Platforms & Model Ops", "subcategory": "AI Development Tools", "founded_year": 1993, "employee_range": "10,001+ employees", "funding_range": "$5M - $10M", "hq": "Santa Clara, CA", "canonical_city": "Santa Clara", "canonical_region": "California", "country_code": "US", "city_id": "US:california:santa-clara", "rank_change_12m_activity": null, "url": "https://developer.nvidia.com/", "global_spend_share_pct": 0.0027224913451003472, "global_activity_rank": 1046, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "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. " }, { "rank": 28, "product": "Cloro", "category": "AI Platforms & Model Ops", "subcategory": "LLM Providers & APIs", "founded_year": null, "employee_range": "2-10 employees", "funding_range": null, "hq": "Newark, Delaware", "canonical_city": "Newark", "canonical_region": "Delaware", "country_code": "US", "city_id": "US:delaware:newark", "rank_change_12m_activity": null, "url": "https://cloro.dev/", "global_spend_share_pct": 0.002664175304485623, "global_activity_rank": 1117, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "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." }, { "rank": 29, "product": "Agentic", "category": "AI Platforms & Model Ops", "subcategory": "AI Platform", "founded_year": null, "employee_range": "2-10 employees", "funding_range": null, "hq": "san francisco", "canonical_city": "San Francisco", "canonical_region": null, "country_code": "US", "city_id": "US:_:san-francisco", "rank_change_12m_activity": null, "url": "https://agentic.ai/", "global_spend_share_pct": 0.002538847190385698, "global_activity_rank": 539, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "Agentic provides autonomous AI agents that connect to tools, APIs and data sources to automate workflows and complete complex tasks for teams and organizations." }, { "rank": 30, "product": "Genspark", "category": "AI Platforms & Model Ops", "subcategory": "AI Platform", "founded_year": 2024, "employee_range": "11-50 employees", "funding_range": "$100M - $250M", "hq": "Palo Alto, California", "canonical_city": "Palo Alto", "canonical_region": "California", "country_code": "US", "city_id": "US:california:palo-alto", "rank_change_12m_activity": 1898, "url": "https://genspark.ai/", "global_spend_share_pct": 0.0017915633645582951, "global_activity_rank": 650, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "​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." }, { "rank": 31, "product": "Abliteration", "category": "AI Platforms & Model Ops", "subcategory": "LLM Providers & APIs", "founded_year": 2025, "employee_range": "2-10 employees", "funding_range": null, "hq": "Palo Alto, CA", "canonical_city": "Palo Alto", "canonical_region": "California", "country_code": "US", "city_id": "US:california:palo-alto", "rank_change_12m_activity": null, "url": "https://abliteration.ai/", "global_spend_share_pct": 0.0017094757856624284, "global_activity_rank": 1541, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "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." }, { "rank": 32, "product": "Play.ht", "category": "AI Platforms & Model Ops", "subcategory": "LLM Providers & APIs", "founded_year": 2019, "employee_range": "11-50 employees", "funding_range": "$10M - $25M", "hq": "Palo Alto, California", "canonical_city": "Palo Alto", "canonical_region": "California", "country_code": "US", "city_id": "US:california:palo-alto", "rank_change_12m_activity": null, "url": "https://play.ht/", "global_spend_share_pct": 0.0016062335277074993, "global_activity_rank": 1335, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "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." }, { "rank": 33, "product": "Skyvern", "category": "AI Platforms & Model Ops", "subcategory": "AI Agents & Automation", "founded_year": 2023, "employee_range": "2-10 employees", "funding_range": "Under $1M", "hq": "san francisco", "canonical_city": "San Francisco", "canonical_region": null, "country_code": "US", "city_id": "US:_:san-francisco", "rank_change_12m_activity": 1029, "url": "https://skyvern.com/", "global_spend_share_pct": 0.0007912691719934007, "global_activity_rank": 1735, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "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. " }, { "rank": 34, "product": "Cartesia", "category": "AI Platforms & Model Ops", "subcategory": "AI Platform", "founded_year": 2023, "employee_range": "11-50 employees", "funding_range": "$100M - $250M", "hq": "san francisco", "canonical_city": "San Francisco", "canonical_region": null, "country_code": "US", "city_id": "US:_:san-francisco", "rank_change_12m_activity": 833, "url": "https://cartesia.ai/", "global_spend_share_pct": 0.0007585965000752802, "global_activity_rank": 1157, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "​Cartesia is a platform that provides real-time, multimodal intelligence, enabling users to generate speech, power voice applications, and fine-tune voice models. ​" }, { "rank": 35, "product": "Gumloop", "category": "AI Platforms & Model Ops", "subcategory": "AI Agents & Automation", "founded_year": 2023, "employee_range": "2-10 employees", "funding_range": "$10M - $25M", "hq": "San Francisco , California", "canonical_city": "San Francisco", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-francisco", "rank_change_12m_activity": 527, "url": "https://gumloop.com/", "global_spend_share_pct": 0.0006521070493158285, "global_activity_rank": 1612, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "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." }, { "rank": 36, "product": "Cloudmersive", "category": "AI Platforms & Model Ops", "subcategory": "Other", "founded_year": 2016, "employee_range": "11-50 employees", "funding_range": null, "hq": "Pleasanton, California", "canonical_city": "Pleasanton", "canonical_region": "California", "country_code": "US", "city_id": "US:california:pleasanton", "rank_change_12m_activity": 923, "url": "https://cloudmersive.com/", "global_spend_share_pct": 0.000548869583943866, "global_activity_rank": 1256, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "Cloudmersive offers a suite of cloud-based APIs to automate processes such as file conversion, image recognition, data validation, and security threat detection." }, { "rank": 37, "product": "Jina AI ", "category": "AI Platforms & Model Ops", "subcategory": "AI Platform", "founded_year": 2020, "employee_range": "11-50 employees", "funding_range": "$25M - $50M", "hq": "Sunnyvale, California", "canonical_city": "Sunnyvale", "canonical_region": "California", "country_code": "US", "city_id": "US:california:sunnyvale", "rank_change_12m_activity": null, "url": "https://jina.ai/", "global_spend_share_pct": 0.00031217643729473856, "global_activity_rank": 1750, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "Jina AI is a Multimodal AI platform" }, { "rank": 38, "product": "Parasail", "category": "AI Platforms & Model Ops", "subcategory": "ML Ops & Model Training", "founded_year": 2023, "employee_range": "11-50 employees", "funding_range": "$10M - $25M", "hq": "San Mateo, California", "canonical_city": "San Mateo", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-mateo", "rank_change_12m_activity": null, "url": "https://parasail.io/", "global_spend_share_pct": 0.0002493095123862483, "global_activity_rank": 2034, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "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." }, { "rank": 39, "product": "Portkey", "category": "AI Platforms & Model Ops", "subcategory": "ML Ops & Model Training", "founded_year": 2023, "employee_range": "11-50 employees", "funding_range": "$1M - $5M", "hq": "San Francisco, California", "canonical_city": "San Francisco", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-francisco", "rank_change_12m_activity": null, "url": "https://portkey.ai/", "global_spend_share_pct": 0.0002467355685661868, "global_activity_rank": 2081, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "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. " }, { "rank": 40, "product": "glif", "category": "AI Platforms & Model Ops", "subcategory": "AI Development Tools", "founded_year": 2023, "employee_range": "2-10 employees", "funding_range": null, "hq": "new york", "canonical_city": "New York", "canonical_region": null, "country_code": "US", "city_id": "US:_:new-york", "rank_change_12m_activity": null, "url": "https://glif.app/", "global_spend_share_pct": 0.0002076640359313318, "global_activity_rank": 1491, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "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. " }, { "rank": 41, "product": "Elicit", "category": "AI Platforms & Model Ops", "subcategory": "AI Assistants & Copilots", "founded_year": 2023, "employee_range": "11-50 employees", "funding_range": "$5M - $10M", "hq": "Oakland, CA", "canonical_city": "Oakland", "canonical_region": "California", "country_code": "US", "city_id": "US:california:oakland", "rank_change_12m_activity": 730, "url": "https://elicit.com/", "global_spend_share_pct": 0.00011160858290177528, "global_activity_rank": 1837, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "Elicit is an AI-powered research tool that automates literature reviews, data extraction, and synthesis to assist with research analysis tasks." }, { "rank": 42, "product": "Uberduck", "category": "AI Platforms & Model Ops", "subcategory": "AI Development Tools", "founded_year": 2021, "employee_range": "2-10 employees", "funding_range": "Under $1M", "hq": "Seattle, WA", "canonical_city": "Seattle", "canonical_region": "Washington", "country_code": "US", "city_id": "US:washington:seattle", "rank_change_12m_activity": 506, "url": "https://uberduck.ai/", "global_spend_share_pct": 0.0001019003347242931, "global_activity_rank": 2015, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "Uberduck is an AI-powered text-to-speech platform that generates customizable synthetic voices. " }, { "rank": 43, "product": "Comet", "category": "AI Platforms & Model Ops", "subcategory": "ML Ops & Model Training", "founded_year": 2017, "employee_range": "51-200 employees", "funding_range": "$50M - $100M", "hq": "New York, NY", "canonical_city": "New York", "canonical_region": "New York", "country_code": "US", "city_id": "US:new-york:new-york", "rank_change_12m_activity": null, "url": "https://comet.com/", "global_spend_share_pct": 0.00008929355415310538, "global_activity_rank": 2056, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "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. ​" }, { "rank": 44, "product": "Runware", "category": "AI Platforms & Model Ops", "subcategory": "LLM Providers & APIs", "founded_year": 2023, "employee_range": "51-200 employees", "funding_range": "$10M - $25M", "hq": "San Francisco, CA", "canonical_city": "San Francisco", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-francisco", "rank_change_12m_activity": null, "url": "https://runware.ai/", "global_spend_share_pct": 0.00007386927940928292, "global_activity_rank": 2168, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "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." }, { "rank": 45, "product": "Bria", "category": "AI Platforms & Model Ops", "subcategory": "AI Development Tools", "founded_year": 2020, "employee_range": "11-50 employees", "funding_range": "$50M - $100M", "hq": "New York", "canonical_city": "New York", "canonical_region": null, "country_code": "US", "city_id": "US:_:new-york", "rank_change_12m_activity": null, "url": "https://bria.ai/", "global_spend_share_pct": 0.00003258193960877639, "global_activity_rank": 2054, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "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." }, { "rank": 46, "product": "Rime", "category": "AI Platforms & Model Ops", "subcategory": "LLM Providers & APIs", "founded_year": 2021, "employee_range": "2-10 employees", "funding_range": "$10M - $25M", "hq": "San Francisco, CA", "canonical_city": "San Francisco", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-francisco", "rank_change_12m_activity": 901, "url": "https://rime.ai/", "global_spend_share_pct": 0.00002182313546055693, "global_activity_rank": 1962, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "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." }, { "rank": 47, "product": "Abacus.AI", "category": "AI Platforms & Model Ops", "subcategory": "AI Platform", "founded_year": 2019, "employee_range": "51-200 employees", "funding_range": "$50M - $100M", "hq": "San Francisco, CA", "canonical_city": "San Francisco", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-francisco", "rank_change_12m_activity": null, "url": "https://abacus.ai/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "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." }, { "rank": 48, "product": "Abbyy Cloud", "category": "AI Platforms & Model Ops", "subcategory": "AI Development Tools", "founded_year": 1989, "employee_range": "501-1,000 employees", "funding_range": null, "hq": "Austin, Texas", "canonical_city": "Austin", "canonical_region": "Texas", "country_code": "US", "city_id": "US:texas:austin", "rank_change_12m_activity": null, "url": "https://abbyy.com/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": null }, { "rank": 49, "product": "AI Ark", "category": "AI Platforms & Model Ops", "subcategory": "ML Ops & Model Training", "founded_year": 2024, "employee_range": "11-50 employees", "funding_range": null, "hq": "San Francisco", "canonical_city": "San Francisco", "canonical_region": null, "country_code": "US", "city_id": "US:_:san-francisco", "rank_change_12m_activity": null, "url": "https://ai-ark.com/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "AI Ark is an AI platform that helps teams build, deploy, and manage AI models and data workflows, offering tools for model development, inference orchestration, and data handling. It targets engineering and data teams needing an integrated environment for productionizing ML/AI." }, { "rank": 50, "product": "AIPRM", "category": "AI Platforms & Model Ops", "subcategory": "AI Development Tools", "founded_year": 2023, "employee_range": "11-50 employees", "funding_range": null, "hq": "Middletown, Delaware", "canonical_city": "Middletown", "canonical_region": "Delaware", "country_code": "US", "city_id": "US:delaware:middletown", "rank_change_12m_activity": null, "url": "https://aiprm.com/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "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 can filter and search for prompts based on keywords, topics, and activity levels to find suitable templates for their needs." }, { "rank": 51, "product": "Airops", "category": "AI Platforms & Model Ops", "subcategory": "ML Ops & Model Training", "founded_year": 2021, "employee_range": "51-200 employees", "funding_range": "$10M - $25M", "hq": "San Francisco, CA", "canonical_city": "San Francisco", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-francisco", "rank_change_12m_activity": null, "url": "https://airops.com/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "\nAirOps provides a platform to create, test, deploy, and scale AI applications, particularly focusing on workflows that drive business growth. It offers tools for designing and scaling powerful integrated workflows, utilizing AI models like GPT-4-turbo, DALLE-3, and Claude 2. The platform enables users to build AI-powered chatbots, content and SEO solutions, NLP applications, and various other AI-driven tasks." }, { "rank": 52, "product": "Airtop", "category": "AI Platforms & Model Ops", "subcategory": "AI Agents & Automation", "founded_year": 2023, "employee_range": "11-50 employees", "funding_range": null, "hq": "san jose", "canonical_city": "San Jose", "canonical_region": null, "country_code": "US", "city_id": "US:_:san-jose", "rank_change_12m_activity": null, "url": "https://airtop.ai/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "Airtop is a cloud-based browser automation API and SDK (Python/TypeScript) that instantiates headless Chrome sessions in the cloud, enabling AI agents to navigate websites, handle OAuth/SSO/2FA/CAPTCHA logins, click UI elements, extract DOM/text and upload/download files. It supports live human intervention, integrates with Playwright/Puppeteer/Selenium, and uses encrypted session profiles." }, { "rank": 53, "product": "AITOPIA", "category": "AI Platforms & Model Ops", "subcategory": "LLM Providers & APIs", "founded_year": 2023, "employee_range": "11-50 employees", "funding_range": null, "hq": "San Francisco, California", "canonical_city": "San Francisco", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-francisco", "rank_change_12m_activity": null, "url": "https://aitopia.ai/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "AITOPIA offers a comprehensive AI platform integrating language models and AI tools like DALL-E for text and image generation, empowering businesses and creators to enhance their productivity and creativity. " }, { "rank": 54, "product": "Akool", "category": "AI Platforms & Model Ops", "subcategory": "AI Development Tools", "founded_year": null, "employee_range": "51-200 employees", "funding_range": null, "hq": "Palo Alto, California", "canonical_city": "Palo Alto", "canonical_region": "California", "country_code": "US", "city_id": "US:california:palo-alto", "rank_change_12m_activity": null, "url": "https://akool.com/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "Akool is a generative AI platform that automates visual content creation, including face swapping, avatar generation, video translation, and image generation. It processes multimedia inputs (images, video, audio) and outputs in formats like MP4 and PNG. Integration via OpenAPI is available." }, { "rank": 55, "product": "Allowlist Guard Test Row", "category": "AI Platforms & Model Ops", "subcategory": null, "founded_year": 2022, "employee_range": "51-200 employees", "funding_range": "$10M - $25M", "hq": "San Francisco, CA", "canonical_city": "San Francisco", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-francisco", "rank_change_12m_activity": null, "url": "https://runpod.io/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": null }, { "rank": 56, "product": "Anthropic", "category": "AI Platforms & Model Ops", "subcategory": "AI Platform", "founded_year": null, "employee_range": "501-1,000 employees", "funding_range": "$250M+", "hq": "san francisco", "canonical_city": "San Francisco", "canonical_region": null, "country_code": "US", "city_id": "US:_:san-francisco", "rank_change_12m_activity": null, "url": "https://anthropic.com/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "Claude is a large language model developed by Anthropic, capable of handling text, voice messages, and documents to facilitate natural language interactions." }, { "rank": 57, "product": "AssemblyAI", "category": "AI Platforms & Model Ops", "subcategory": "LLM Providers & APIs", "founded_year": 2017, "employee_range": "51-200 employees", "funding_range": "$50M - $100M", "hq": "San Francisco, California", "canonical_city": "San Francisco", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-francisco", "rank_change_12m_activity": null, "url": "https://assemblyai.com/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": null }, { "rank": 58, "product": "AudioShake", "category": "AI Platforms & Model Ops", "subcategory": "Other", "founded_year": 2020, "employee_range": "2-10 employees", "funding_range": "$25M - $50M", "hq": "San Francisco, CA", "canonical_city": "San Francisco", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-francisco", "rank_change_12m_activity": null, "url": "https://audioshake.ai/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "AudioShake provides AI-powered audio source separation and speech enhancement tools that split music or dialogue into stems for remixing, localization, restoration, and other media workflows. Its platform and APIs are used by music, film, broadcast, and enterprise teams to process audio at scale." }, { "rank": 59, "product": "BentoML", "category": "AI Platforms & Model Ops", "subcategory": "ML Ops & Model Training", "founded_year": 2019, "employee_range": "51-200 employees", "funding_range": "$5M - $10M", "hq": "San Francisco, California", "canonical_city": "San Francisco", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-francisco", "rank_change_12m_activity": null, "url": "https://bentoml.com/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "BentoML is a platform that helps deploy, manage, and monitor machine learning models in production, making it easier to handle the model lifecycle in real-world applications." }, { "rank": 60, "product": "Browser Use", "category": "AI Platforms & Model Ops", "subcategory": "AI Agents & Automation", "founded_year": 2024, "employee_range": "2-10 employees", "funding_range": "$10M - $25M", "hq": "san francisco", "canonical_city": "San Francisco", "canonical_region": null, "country_code": "US", "city_id": "US:_:san-francisco", "rank_change_12m_activity": null, "url": "https://browser-use.com/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "Browser Use is an open-source framework that enables AI agents to interact with web browsers, facilitating automated web tasks. 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It manages authentication and enables agents to perform actions across different systems." }, { "rank": 65, "product": "CrewAI", "category": "AI Platforms & Model Ops", "subcategory": "AI Agents & Automation", "founded_year": 2024, "employee_range": "11-50 employees", "funding_range": "$10M - $25M", "hq": "san francisco", "canonical_city": "San Francisco", "canonical_region": null, "country_code": "US", "city_id": "US:_:san-francisco", "rank_change_12m_activity": null, "url": "https://crewai.com/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "CrewAI provides a platform that allows organizations to build, deploy, and manage multi-agent AI systems. The platform includes frameworks and deployment tools for workflow automation." }, { "rank": 66, "product": "Crusoe", "category": "AI Platforms & Model Ops", "subcategory": "ML Ops & Model Training", "founded_year": 2018, "employee_range": "1,001-5,000 employees", "funding_range": "$250M+", "hq": "Denver, Colorado", "canonical_city": "Denver", "canonical_region": "Colorado", "country_code": "US", "city_id": "US:colorado:denver", "rank_change_12m_activity": null, "url": "https://crusoe.ai/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "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. " }, { "rank": 67, "product": "CVAT", "category": "AI Platforms & Model Ops", "subcategory": "AI Platform", "founded_year": 2022, "employee_range": "11-50 employees", "funding_range": null, "hq": "Wilmington, Delaware", "canonical_city": "Wilmington", "canonical_region": "Delaware", "country_code": "US", "city_id": "US:delaware:wilmington", "rank_change_12m_activity": null, "url": "https://cvat.ai/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "CVAT.ai offers both an open-source annotation tool and a cloud-based SaaS platform for visual data labeling. It supports images, videos, and 3D point clouds with tools like bounding boxes, polygons, skeletons, cuboids, and trajectories. 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" }, { "rank": 69, "product": "DataRobot", "category": "AI Platforms & Model Ops", "subcategory": "ML Ops & Model Training", "founded_year": 2012, "employee_range": "501-1,000 employees", "funding_range": "$250M+", "hq": "Boston, Massachusetts", "canonical_city": "Boston", "canonical_region": "Massachusetts", "country_code": "US", "city_id": "US:massachusetts:boston", "rank_change_12m_activity": null, "url": "https://datarobot.com/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "DataRobot is a platform in the field of automated machine learning (AutoML) and artificial intelligence (AI). This platform empowers organizations to harness the power of data and machine learning models without requiring extensive expertise in data science or programming. 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The software enables the creation of interactive generative environments and frame-level edits to video streams during live interaction." }, { "rank": 72, "product": "DeepAI", "category": "AI Platforms & Model Ops", "subcategory": "LLM Providers & APIs", "founded_year": 2017, "employee_range": "2-10 employees", "funding_range": null, "hq": "San Francisco Bay Area, CA", "canonical_city": "San Francisco", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-francisco", "rank_change_12m_activity": null, "url": "https://deepai.org/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "DeepAI offers a suite of tools that use AI." }, { "rank": 73, "product": "DeepInfra", "category": "AI Platforms & Model Ops", "subcategory": "LLM Providers & APIs", "founded_year": 2022, "employee_range": "11-50 employees", "funding_range": "$25M - $50M", "hq": "Palo Alto, California", "canonical_city": "Palo Alto", "canonical_region": "California", "country_code": "US", "city_id": "US:california:palo-alto", "rank_change_12m_activity": null, "url": "https://deepinfra.com/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": null }, { "rank": 74, "product": "Dify", "category": "AI Platforms & Model Ops", "subcategory": "AI Development Tools", "founded_year": 2023, "employee_range": "51-200 employees", "funding_range": null, "hq": "Sunnyvale, CA", "canonical_city": "Sunnyvale", "canonical_region": "California", "country_code": "US", "city_id": "US:california:sunnyvale", "rank_change_12m_activity": null, "url": "https://dify.ai/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "Dify is an open-source platform designed for developing and managing applications that utilize large language models (LLMs). 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" }, { "rank": 79, "product": "FlowiseAI", "category": "AI Platforms & Model Ops", "subcategory": "AI Agents & Automation", "founded_year": 2023, "employee_range": "2-10 employees", "funding_range": "Under $1M", "hq": "San Francisco, California", "canonical_city": "San Francisco", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-francisco", "rank_change_12m_activity": null, "url": "https://flowiseai.com/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "FlowiseAI is an open-source platform that allows users to build and orchestrate AI agents and large language model (LLM) workflows using a visual, drag-and-drop interface rather than complex code." }, { "rank": 80, "product": "Fluidstack", "category": "AI Platforms & Model Ops", "subcategory": "AI Development Tools", "founded_year": 2017, "employee_range": "51-200 employees", "funding_range": null, "hq": "New York, NY", "canonical_city": "New York", "canonical_region": "New York", "country_code": "US", "city_id": "US:new-york:new-york", "rank_change_12m_activity": null, "url": "https://fluidstack.io/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": null }, { "rank": 81, "product": "Forefront.ai", "category": "AI Platforms & Model Ops", "subcategory": "LLM Providers & APIs", "founded_year": 2021, "employee_range": "2-10 employees", "funding_range": null, "hq": "New York, NY", "canonical_city": "New York", "canonical_region": "New York", "country_code": "US", "city_id": "US:new-york:new-york", "rank_change_12m_activity": null, "url": "https://forefront.ai/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": " Forefront.ai is a platform that offers natural language processing (NLP) solutions based on pre-trained large language models." }, { "rank": 82, "product": "FriendliAI", "category": "AI Platforms & Model Ops", "subcategory": "LLM Providers & APIs", "founded_year": 2021, "employee_range": "11-50 employees", "funding_range": "$25M - $50M", "hq": "San Francisco, California", "canonical_city": "San Francisco", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-francisco", "rank_change_12m_activity": null, "url": "https://friendli.ai/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "FriendliAI is a platform that provides cloud-accessible services for deploying, scaling, and serving large language models and generative AI applications through APIs and endpoints. The platform handles model inference workloads and integration so teams can run AI models without managing the underlying infrastructure." }, { "rank": 83, "product": "Gladia", "category": "AI Platforms & Model Ops", "subcategory": "AI Development Tools", "founded_year": 2022, "employee_range": "11-50 employees", "funding_range": "$10M - $25M", "hq": "New York", "canonical_city": "New York", "canonical_region": null, "country_code": "US", "city_id": "US:_:new-york", "rank_change_12m_activity": null, "url": "https://gladia.io/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": null }, { "rank": 84, "product": "Goldfish", "category": "AI Platforms & Model Ops", "subcategory": "AI Assistants & Copilots", "founded_year": null, "employee_range": "2-10 employees", "funding_range": null, "hq": "San Francisco", "canonical_city": "San Francisco", "canonical_region": null, "country_code": "US", "city_id": "US:_:san-francisco", "rank_change_12m_activity": null, "url": "https://goldfish.sh/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "Goldfish is a local-first AI memory assistant that tracks on-screen work context across desktop apps to accelerate writing and task execution. By storing context in a private, on-device database, it allows users to press a hotkey anywhere they type to draft replies, summarize threads, and generate text in their personal tone using real-time context from their active workspace." }, { "rank": 85, "product": "Google Gemini", "category": "AI Platforms & Model Ops", "subcategory": null, "founded_year": null, "employee_range": "501-1,000 employees", "funding_range": null, "hq": "Sunnyvale, California", "canonical_city": "Sunnyvale", "canonical_region": "California", "country_code": "US", "city_id": "US:california:sunnyvale", "rank_change_12m_activity": null, "url": "https://gemini.google.com/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": null }, { "rank": 86, "product": "GROQ", "category": "AI Platforms & Model Ops", "subcategory": "ML Ops & Model Training", "founded_year": 2016, "employee_range": "201-500 employees", "funding_range": "$250M+", "hq": "Mountain View, California", "canonical_city": "Mountain View", "canonical_region": "California", "country_code": "US", "city_id": "US:california:mountain-view", "rank_change_12m_activity": null, "url": "https://groq.com/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": null }, { "rank": 87, "product": "Hamming", "category": "AI Platforms & Model Ops", "subcategory": "ML Ops & Model Training", "founded_year": 2024, "employee_range": "11-50 employees", "funding_range": "$1M - $5M", "hq": "San Francisco, California", "canonical_city": "San Francisco", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-francisco", "rank_change_12m_activity": null, "url": "https://hamming.ai/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "Hamming provides a platform that automates testing and monitoring of AI voice agents through simulated calls and analytics. It enables teams to evaluate and optimize AI voice systems for production use." }, { "rank": 88, "product": "Hour One", "category": "AI Platforms & Model Ops", "subcategory": "Other", "founded_year": 2019, "employee_range": "11-50 employees", "funding_range": "$10M - $25M", "hq": "New York", "canonical_city": "New York", "canonical_region": null, "country_code": "US", "city_id": "US:_:new-york", "rank_change_12m_activity": null, "url": "https://hourone.ai/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "Hour One is a platform that provides AI-powered video generation tools. It utilizes 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. " }, { "rank": 89, "product": "Hugging Face", "category": "AI Platforms & Model Ops", "subcategory": "LLM Providers & APIs", "founded_year": 2016, "employee_range": "51-200 employees", "funding_range": "$100M - $250M", "hq": "paris", "canonical_city": "Paris", "canonical_region": null, "country_code": "US", "city_id": "US:_:paris", "rank_change_12m_activity": null, "url": "https://huggingface.co/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": null }, { "rank": 90, "product": "HumanSignal", "category": "AI Platforms & Model Ops", "subcategory": "ML Ops & Model Training", "founded_year": 2019, "employee_range": "51-200 employees", "funding_range": "$50M - $100M", "hq": "San Francisco, California", "canonical_city": "San Francisco", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-francisco", "rank_change_12m_activity": null, "url": "https://humansignal.com/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "HumanSignal's Label Studio Enterprise is a data labeling platform supporting image, video, audio, text, and time series data. It offers customizable interfaces, LLM-assisted pre-labeling, 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" }, { "rank": 91, "product": "Hyperbolic", "category": "AI Platforms & Model Ops", "subcategory": "ML Ops & Model Training", "founded_year": null, "employee_range": "11-50 employees", "funding_range": "$10M - $25M", "hq": "San Francisco , CA", "canonical_city": "San Francisco", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-francisco", "rank_change_12m_activity": null, "url": "https://hyperbolic.ai/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "Hyperbolic provides cloud infrastructure for artificial intelligence workloads. The platform enables users to access GPU computing resources for model training and inference." }, { "rank": 92, "product": "IBM", "category": "AI Platforms & Model Ops", "subcategory": "AI Development Tools", "founded_year": null, "employee_range": "10,001+ employees", "funding_range": null, "hq": "Armonk, New York, NY", "canonical_city": "Armonk", "canonical_region": "New York", "country_code": "US", "city_id": "US:new-york:armonk", "rank_change_12m_activity": null, "url": "https://ibm.com/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": null }, { "rank": 93, "product": "Inworld AI", "category": "AI Platforms & Model Ops", "subcategory": "AI Agents & Automation", "founded_year": 2021, "employee_range": "51-200 employees", "funding_range": "$100M - $250M", "hq": "Mountain View, California", "canonical_city": "Mountain View", "canonical_region": "California", "country_code": "US", "city_id": "US:california:mountain-view", "rank_change_12m_activity": null, "url": "https://inworld.ai/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "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." }, { "rank": 94, "product": "LandingAI", "category": "AI Platforms & Model Ops", "subcategory": "ML Ops & Model Training", "founded_year": 2017, "employee_range": "51-200 employees", "funding_range": null, "hq": "Mountain View, California", "canonical_city": "Mountain View", "canonical_region": "California", "country_code": "US", "city_id": "US:california:mountain-view", "rank_change_12m_activity": null, "url": "https://landing.ai/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "LandingAI offers a vision/visual-AI platform that lets organizations build, label, train and deploy custom vision model, for tasks like document extraction, image analysis, object detection and other machine-vision use cases." }, { "rank": 95, "product": "Ludo", "category": "AI Platforms & Model Ops", "subcategory": "AI Development Tools", "founded_year": 2020, "employee_range": "2-10 employees", "funding_range": null, "hq": "Seattle", "canonical_city": "Seattle", "canonical_region": null, "country_code": "US", "city_id": "US:_:seattle", "rank_change_12m_activity": null, "url": "https://ludo.ai/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "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." }, { "rank": 96, "product": "Mathpix", "category": "AI Platforms & Model Ops", "subcategory": "AI Development Tools", "founded_year": 2015, "employee_range": "11-50 employees", "funding_range": "$5M - $10M", "hq": "Brooklyn, NY", "canonical_city": "Brooklyn", "canonical_region": "New York", "country_code": "US", "city_id": "US:new-york:brooklyn", "rank_change_12m_activity": null, "url": "https://mathpix.com/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "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. " }, { "rank": 97, "product": "Mem0", "category": "AI Platforms & Model Ops", "subcategory": "Vector Databases", "founded_year": 2023, "employee_range": "2-10 employees", "funding_range": "$50M - $100M", "hq": "San Francisco, California", "canonical_city": "San Francisco", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-francisco", "rank_change_12m_activity": null, "url": "https://mem0.ai/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "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 personalized responses." }, { "rank": 98, "product": "MindPal", "category": "AI Platforms & Model Ops", "subcategory": "AI Agents & Automation", "founded_year": 2023, "employee_range": "2-10 employees", "funding_range": null, "hq": "Wilmington, Delaware", "canonical_city": "Wilmington", "canonical_region": "Delaware", "country_code": "US", "city_id": "US:delaware:wilmington", "rank_change_12m_activity": null, "url": "https://mindpal.space/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "MindPal provides a platform for creating and deploying AI agents. It allows automation of business workflows through configurable AI tools." }, { "rank": 99, "product": "Mixedbread", "category": "AI Platforms & Model Ops", "subcategory": "Vector Databases", "founded_year": 2023, "employee_range": "2-10 employees", "funding_range": "$5M - $10M", "hq": "San Francisco", "canonical_city": "San Francisco", "canonical_region": null, "country_code": "US", "city_id": "US:_:san-francisco", "rank_change_12m_activity": null, "url": "https://mixedbread.com/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "Mixedbread provides an omnimodal search and retrieval platform that allows artificial intelligence models to access and process text, images, and video content. The infrastructure utilizes specialized embedding models and reranking technology to deliver precise context for complex agentic workflows." }, { "rank": 100, "product": "MultiSet", "category": "AI Platforms & Model Ops", "subcategory": "AI Development Tools", "founded_year": 2024, "employee_range": "2-10 employees", "funding_range": null, "hq": "San Francisco, California", "canonical_city": "San Francisco", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-francisco", "rank_change_12m_activity": null, "url": "https://multiset.ai/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "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." }, { "rank": 101, "product": "neptune.ai", "category": "AI Platforms & Model Ops", "subcategory": "AI Platform", "founded_year": 2017, "employee_range": "51-200 employees", "funding_range": "$5M - $10M", "hq": "Palo Alto, California", "canonical_city": "Palo Alto", "canonical_region": "California", "country_code": "US", "city_id": "US:california:palo-alto", "rank_change_12m_activity": null, "url": "https://neptune.ai/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "neptune.ai is a machine learning experimentation platform that facilitates collaborative and organized model development and deployment." }, { "rank": 102, "product": "Nextech AR Solutions", "category": "AI Platforms & Model Ops", "subcategory": "AI Development Tools", "founded_year": null, "employee_range": "11-50 employees", "funding_range": null, "hq": "San Francisco, California", "canonical_city": "San Francisco", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-francisco", "rank_change_12m_activity": null, "url": "https://nextechar.com/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "Nextech3D.ai provides an AI-driven ecosystem for 3D modeling 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." }, { "rank": 103, "product": "Nous Research", "category": "AI Platforms & Model Ops", "subcategory": "LLM Providers & APIs", "founded_year": 2023, "employee_range": "11-50 employees", "funding_range": "$50M - $100M", "hq": "Austin, TX", "canonical_city": "Austin", "canonical_region": "Texas", "country_code": "US", "city_id": "US:texas:austin", "rank_change_12m_activity": null, "url": "https://nousresearch.com/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": null }, { "rank": 104, "product": "Noveum", "category": "AI Platforms & Model Ops", "subcategory": "AI Platform", "founded_year": 2023, "employee_range": "2-10 employees", "funding_range": null, "hq": "San Francisco, California", "canonical_city": "San Francisco", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-francisco", "rank_change_12m_activity": null, "url": "https://noveum.ai/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "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." }, { "rank": 105, "product": "Novita AI", "category": "AI Platforms & Model Ops", "subcategory": "AI Development Tools", "founded_year": 2024, "employee_range": "11-50 employees", "funding_range": null, "hq": "San Francisco, California", "canonical_city": "San Francisco", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-francisco", "rank_change_12m_activity": null, "url": "https://novita.ai/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": null }, { "rank": 106, "product": "Paperspace", "category": "AI Platforms & Model Ops", "subcategory": "ML Ops & Model Training", "founded_year": 2014, "employee_range": "11-50 employees", "funding_range": "$10M - $25M", "hq": "New York, NY", "canonical_city": "New York", "canonical_region": "New York", "country_code": "US", "city_id": "US:new-york:new-york", "rank_change_12m_activity": null, "url": "https://paperspace.com/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "A cloud platform that enables users to develop, train, and deploy AI models, offering GPU compute resources, virtual desktops, and centralized management for scalable workloads." }, { "rank": 107, "product": "Parallel", "category": "AI Platforms & Model Ops", "subcategory": "AI Agents & Automation", "founded_year": 2023, "employee_range": "51-200 employees", "funding_range": "$25M - $50M", "hq": "San Francisco, California", "canonical_city": "San Francisco", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-francisco", "rank_change_12m_activity": null, "url": "https://parallel.ai/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "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." }, { "rank": 108, "product": "Picolo", "category": "AI Platforms & Model Ops", "subcategory": "AI Agents & Automation", "founded_year": 2025, "employee_range": "11-50 employees", "funding_range": null, "hq": "San Francisco, California", "canonical_city": "San Francisco", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-francisco", "rank_change_12m_activity": null, "url": "https://picolo.ai/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "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." }, { "rank": 109, "product": "PlugBear", "category": "AI Platforms & Model Ops", "subcategory": "AI Development Tools", "founded_year": 2023, "employee_range": "2-10 employees", "funding_range": "Under $1M", "hq": "San Mateo, California", "canonical_city": "San Mateo", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-mateo", "rank_change_12m_activity": null, "url": "https://plugbear.io/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "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." }, { "rank": 110, "product": "Prime Intellect", "category": "AI Platforms & Model Ops", "subcategory": "AI Platform", "founded_year": 2023, "employee_range": "11-50 employees", "funding_range": "$10M - $25M", "hq": "San Francisco", "canonical_city": "San Francisco", "canonical_region": null, "country_code": "US", "city_id": "US:_:san-francisco", "rank_change_12m_activity": null, "url": "https://primeintellect.ai/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "Prime Intellect provides a decentralized platform for AI development, offering scalable compute resources to train AI models across multiple clouds for collaborative innovation." }, { "rank": 111, "product": "Ragie", "category": "AI Platforms & Model Ops", "subcategory": "AI Development Tools", "founded_year": 2024, "employee_range": "2-10 employees", "funding_range": "$5M - $10M", "hq": "San Francisco", "canonical_city": "San Francisco", "canonical_region": null, "country_code": "US", "city_id": "US:_:san-francisco", "rank_change_12m_activity": null, "url": "https://ragie.ai/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": null }, { "rank": 112, "product": "Reducto", "category": "AI Platforms & Model Ops", "subcategory": "AI Platform", "founded_year": 2023, "employee_range": "11-50 employees", "funding_range": "$100M - $250M", "hq": "San Francisco, CA", "canonical_city": "San Francisco", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-francisco", "rank_change_12m_activity": null, "url": "https://reducto.ai/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "Reducto is a document ingestion API that accepts unstructured files (PDFs, images, spreadsheets, slide decks) and returns structured, schema-based outputs optimized for large language model workflows. It can also support document editing tasks like filling forms or modifying content via API calls. " }, { "rank": 113, "product": "Reprompt", "category": "AI Platforms & Model Ops", "subcategory": "AI Agents & Automation", "founded_year": 2024, "employee_range": "2-10 employees", "funding_range": "$1M - $5M", "hq": "San Francisco, California", "canonical_city": "San Francisco", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-francisco", "rank_change_12m_activity": null, "url": "https://repromptai.com/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "Reprompt is a platform that provides AI agents that automatically validate, and analyze location-based data by processing inputs such as web content, geospatial information, images, and documents for real-time data workflows." }, { "rank": 114, "product": "Roboflow", "category": "AI Platforms & Model Ops", "subcategory": "ML Ops & Model Training", "founded_year": 2019, "employee_range": "51-200 employees", "funding_range": "$50M - $100M", "hq": "Remote", "canonical_city": null, "canonical_region": null, "country_code": "US", "city_id": null, "rank_change_12m_activity": null, "url": "https://roboflow.com/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "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 integrate image recognition and object detection capabilities into their applications." }, { "rank": 115, "product": "Runbear", "category": "AI Platforms & Model Ops", "subcategory": "AI Assistants & Copilots", "founded_year": 2023, "employee_range": "2-10 employees", "funding_range": "Under $1M", "hq": "San Mateo, California", "canonical_city": "San Mateo", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-mateo", "rank_change_12m_activity": null, "url": "https://runbear.io/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "Runbear provides software that connects communication platforms such as Slack or Microsoft Teams to large language model systems. The platform handles message forwarding between those tools and the connected AI model." }, { "rank": 116, "product": "ScoutOS", "category": "AI Platforms & Model Ops", "subcategory": "AI Agents & Automation", "founded_year": 2023, "employee_range": "11-50 employees", "funding_range": "$10M - $25M", "hq": "Charleston, SC", "canonical_city": "Charleston", "canonical_region": "South Carolina", "country_code": "US", "city_id": "US:south-carolina:charleston", "rank_change_12m_activity": null, "url": "https://scoutos.com/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "ScoutOS is a comprehensive platform that enables users to build, deploy, and scale AI workflows efficiently, offering tools for creating automations, integrating data sources, and deploying solutions across various channels." }, { "rank": 117, "product": "Simli", "category": "AI Platforms & Model Ops", "subcategory": "AI Agents & Automation", "founded_year": 2021, "employee_range": "11-50 employees", "funding_range": "$1M - $5M", "hq": "San Francisco", "canonical_city": "San Francisco", "canonical_region": null, "country_code": "US", "city_id": "US:_:san-francisco", "rank_change_12m_activity": null, "url": "https://simli.com/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "Simli provides a low-latency API and web interface for embedding real-time artificial intelligence video avatars into applications. It enables users to integrate interactive digital humans for conversation, customer support, and sales interactions." }, { "rank": 118, "product": "Soniox", "category": "AI Platforms & Model Ops", "subcategory": "AI Development Tools", "founded_year": 2020, "employee_range": "11-50 employees", "funding_range": null, "hq": "Foster City, CA", "canonical_city": "Foster City", "canonical_region": "California", "country_code": "US", "city_id": "US:california:foster-city", "rank_change_12m_activity": null, "url": "https://soniox.com/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "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." }, { "rank": 119, "product": "Stack AI", "category": "AI Platforms & Model Ops", "subcategory": "AI Development Tools", "founded_year": 2023, "employee_range": "51-200 employees", "funding_range": "$10M - $25M", "hq": "San Francisco, CA", "canonical_city": "San Francisco", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-francisco", "rank_change_12m_activity": null, "url": "https://stack-ai.com/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "Stack AI is a No-Code AI platform that simplifies applying artificial intelligence. Users leverage it for tasks like knowledge base insights, workflow automation, chatbot creation, data scraping, and document analysis. The platform also supports content creation, allowing generation of blog posts and summaries." }, { "rank": 120, "product": "Sudowrite", "category": "AI Platforms & Model Ops", "subcategory": "AI Assistants & Copilots", "founded_year": 2020, "employee_range": "2-10 employees", "funding_range": null, "hq": "san francisco", "canonical_city": "San Francisco", "canonical_region": null, "country_code": "US", "city_id": "US:_:san-francisco", "rank_change_12m_activity": null, "url": "https://sudowrite.com/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "Sudowrite is an AI creative writing assistant." }, { "rank": 121, "product": "Taktile", "category": "AI Platforms & Model Ops", "subcategory": "ML Ops & Model Training", "founded_year": 2020, "employee_range": "51-200 employees", "funding_range": "$50M - $100M", "hq": "New York, NY", "canonical_city": "New York", "canonical_region": "New York", "country_code": "US", "city_id": "US:new-york:new-york", "rank_change_12m_activity": null, "url": "https://taktile.com/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "Taktile is a platform designed to assist the decision-making processes for financial services, focusing on areas like credit underwriting, onboarding, and portfolio management. It allows users to build, test, and iterate on decision models. " }, { "rank": 122, "product": "Thinking Machines", "category": "AI Platforms & Model Ops", "subcategory": "ML Ops & Model Training", "founded_year": null, "employee_range": "11-50 employees", "funding_range": "$250M+", "hq": "San Francisco, California", "canonical_city": "San Francisco", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-francisco", "rank_change_12m_activity": null, "url": "https://thinkingmachines.ai/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "Thinking Machines provides an enterprise AI platform for building, deploying, and managing large language model-powered applications, including tools for vector search, retrieval-augmented generation, and model orchestration. It targets teams that need production-grade AI infrastructure and MLOps capabilities." }, { "rank": 123, "product": "Together AI", "category": "AI Platforms & Model Ops", "subcategory": "AI Platform", "founded_year": 2022, "employee_range": "201-500 employees", "funding_range": "$250M+", "hq": "San Francisco, California", "canonical_city": "San Francisco", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-francisco", "rank_change_12m_activity": null, "url": "https://together.ai/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "Together AI provides a platform for building and running generative AI models, offering tools and infrastructure for engineering, fine-tuning, or training to meet various business demands. " }, { "rank": 124, "product": "ToolJet", "category": "AI Platforms & Model Ops", "subcategory": "AI Development Tools", "founded_year": 2021, "employee_range": "51-200 employees", "funding_range": null, "hq": "San Francisco, CA", "canonical_city": "San Francisco", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-francisco", "rank_change_12m_activity": null, "url": "https://tooljet.com/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "ToolJet is a platform that enables users to generate and build custom applications and intelligent agents from natural language prompts and visual app components." }, { "rank": 125, "product": "UbiAI", "category": "AI Platforms & Model Ops", "subcategory": "ML Ops & Model Training", "founded_year": 2020, "employee_range": "2-10 employees", "funding_range": null, "hq": "Raleigh, North Carolina", "canonical_city": "Raleigh", "canonical_region": "North Carolina", "country_code": "US", "city_id": "US:north-carolina:raleigh", "rank_change_12m_activity": null, "url": "https://ubiai.tools/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "​UBIAI is a platform that simplifies text annotation for natural language processing (NLP) projects. It offers tools for labeling data, training custom NLP models, and supports various annotation tasks such as named entity recognition, relation extraction, and document classification. ​" }, { "rank": 126, "product": "Unstructured", "category": "AI Platforms & Model Ops", "subcategory": "AI Platform", "founded_year": 2022, "employee_range": "51-200 employees", "funding_range": "$50M - $100M", "hq": "San Francisco, CA", "canonical_city": "San Francisco", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-francisco", "rank_change_12m_activity": null, "url": "https://unstructured.io/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "Unstructured is a platform that specializes in extracting and transforming complex data from various formats, making it compatible with leading vector databases and LLM frameworks." }, { "rank": 127, "product": "Voyage AI", "category": "AI Platforms & Model Ops", "subcategory": "AI Platform", "founded_year": 2023, "employee_range": "2-10 employees", "funding_range": "$10M - $25M", "hq": "Palo Alto, CA", "canonical_city": "Palo Alto", "canonical_region": "California", "country_code": "US", "city_id": "US:california:palo-alto", "rank_change_12m_activity": null, "url": "https://voyageai.com/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "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 generation (RAG) and support large language model (LLM) applications. Voyage AI offers both general-purpose and domain-specific models tailored to various industries. " }, { "rank": 128, "product": "Weights & Biases", "category": "AI Platforms & Model Ops", "subcategory": "AI Platform", "founded_year": 2017, "employee_range": "201-500 employees", "funding_range": "$50M - $100M", "hq": "San Francisco, California", "canonical_city": "San Francisco", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-francisco", "rank_change_12m_activity": null, "url": "https://wandb.ai/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "Weights & Biases is a machine learning platform designed to support and automate key steps in the MLOps life cycle, including experiment tracking, dataset versioning, and model management." }, { "rank": 129, "product": "WellSaid Labs", "category": "AI Platforms & Model Ops", "subcategory": "LLM Providers & APIs", "founded_year": 2018, "employee_range": "51-200 employees", "funding_range": "$10M - $25M", "hq": "Seattle, Washington", "canonical_city": "Seattle", "canonical_region": "Washington", "country_code": "US", "city_id": "US:washington:seattle", "rank_change_12m_activity": null, "url": "https://wellsaidlabs.com/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "WellSaid Labs is a company that offers AI text-to-speech solutions, enabling users to generate realistic and natural-sounding voiceovers from scripts. Their main product, WellSaid Studio, allows for easy creation, editing, and combination of voice clips for various digital content productions." }, { "rank": 130, "product": "Wolfram Alpha", "category": "AI Platforms & Model Ops", "subcategory": "AI Assistants & Copilots", "founded_year": 2009, "employee_range": "501-1,000 employees", "funding_range": null, "hq": "Champaign, IL", "canonical_city": "Champaign", "canonical_region": "Illinois", "country_code": "US", "city_id": "US:illinois:champaign", "rank_change_12m_activity": null, "url": "https://wolframalpha.com/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "Wolfram Alpha is a computational knowledge engine that provides answers to factual questions by computing and analyzing data from various sources." }, { "rank": 131, "product": "You", "category": "AI Platforms & Model Ops", "subcategory": "AI Assistants & Copilots", "founded_year": 2020, "employee_range": "51-200 employees", "funding_range": "$100M - $250M", "hq": "San Francisco, CA", "canonical_city": "San Francisco", "canonical_region": "California", "country_code": "US", "city_id": "US:california:san-francisco", "rank_change_12m_activity": null, "url": "https://you.com/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "You is a search engine that curates and summarizes the best content from the internet. With private ads and robust privacy options, the platform's AI enables users to discover the most relevant results from both the web and applications. Users have the ability to sort and prioritize results, emphasizing control over privacy, search outcomes, and time." }, { "rank": 132, "product": "Zep AI", "category": "AI Platforms & Model Ops", "subcategory": "AI Agents & Automation", "founded_year": 2023, "employee_range": "2-10 employees", "funding_range": "$1M - $5M", "hq": "san francisco", "canonical_city": "San Francisco", "canonical_region": null, "country_code": "US", "city_id": "US:_:san-francisco", "rank_change_12m_activity": null, "url": "https://getzep.com/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "Zep AI is a platform for context engineering and memory management for artificial intelligence agents. The tool constructs temporal knowledge graphs from user interactions and business data to facilitate the retrieval of relevant information for large language models." }, { "rank": 133, "product": "Zoral", "category": "AI Platforms & Model Ops", "subcategory": "ML Ops & Model Training", "founded_year": 2004, "employee_range": "51-200 employees", "funding_range": null, "hq": "Miami, Florida", "canonical_city": "Miami", "canonical_region": "Florida", "country_code": "US", "city_id": "US:florida:miami", "rank_change_12m_activity": null, "url": "https://zorallabs.com/", "global_spend_share_pct": null, "global_activity_rank": null, "observation_month": "2026-10", "ranking_basis": "headquarters_vendor_spend_share", "description": "Zora is a platform for financial technology research and development. The tool automates digital financial products through artificial intelligence and predictive modeling." } ] }