{
 "source": "Cledara SaaS Market Data",
 "page": "https://data.cledara.com/startups/germany/ai-platforms-and-model-ops",
 "updated": "2026-10-21",
 "publicationId": "da44d22a6a0cf14d9a354e7c56da6672714dd875c555755d120fa2a27b4ce168",
 "contentModified": "2026-10-21T12:18:38.139Z",
 "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": "Qdrant",
   "category": "AI Platforms & Model Ops",
   "subcategory": "AI Platform",
   "founded_year": 2021,
   "employee_range": "51-200 employees",
   "funding_range": "$25M - $50M",
   "hq": "Berlin, Berlin",
   "canonical_city": "Berlin",
   "canonical_region": "Berlin",
   "country_code": "DE",
   "city_id": "DE:berlin:berlin",
   "rank_change_12m_activity": 331,
   "url": "https://qdrant.tech/",
   "global_spend_share_pct": 0.0243637758394285,
   "global_activity_rank": 862,
   "observation_month": "2026-10",
   "ranking_basis": "headquarters_vendor_spend_share",
   "description": "Qdrant is a vector similarity search engine designed to store, search, and manage vectors with additional payload, facilitating neural network or semantic-based matching, faceted search, and other applications."
  },
  {
   "rank": 2,
   "product": "Hasty",
   "category": "AI Platforms & Model Ops",
   "subcategory": "ML Ops & Model Training",
   "founded_year": 2019,
   "employee_range": "11-50 employees",
   "funding_range": null,
   "hq": "Berlin, Berlin",
   "canonical_city": "Berlin",
   "canonical_region": "Berlin",
   "country_code": "DE",
   "city_id": "DE:berlin:berlin",
   "rank_change_12m_activity": null,
   "url": "https://app.hasty.ai/",
   "global_spend_share_pct": 0.0030891493209472035,
   "global_activity_rank": 1669,
   "observation_month": "2026-10",
   "ranking_basis": "headquarters_vendor_spend_share",
   "description": "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."
  },
  {
   "rank": 3,
   "product": "Agenta",
   "category": "AI Platforms & Model Ops",
   "subcategory": "ML Ops & Model Training",
   "founded_year": 2023,
   "employee_range": "2-10 employees",
   "funding_range": "$1M - $5M",
   "hq": "Berlin",
   "canonical_city": "Berlin",
   "canonical_region": null,
   "country_code": "DE",
   "city_id": "DE:_:berlin",
   "rank_change_12m_activity": null,
   "url": "https://agenta.ai/",
   "global_spend_share_pct": null,
   "global_activity_rank": null,
   "observation_month": "2026-10",
   "ranking_basis": "headquarters_vendor_spend_share",
   "description": "Agenta is an open-source LLMOps platform that provides an end-to-end workflow for building, testing, evaluating, and monitoring large language model (LLM)-powered applications. The platform centralizes prompt management, versioning, evaluation metrics, observability and deployment tools to help teams ship reliable production-grade LLM apps."
  },
  {
   "rank": 4,
   "product": "Cognee",
   "category": "AI Platforms & Model Ops",
   "subcategory": "AI Agents & Automation",
   "founded_year": 2024,
   "employee_range": "11-50 employees",
   "funding_range": "$1M - $5M",
   "hq": "Berlin, BE",
   "canonical_city": "Berlin",
   "canonical_region": "Berlin",
   "country_code": "DE",
   "city_id": "DE:berlin:berlin",
   "rank_change_12m_activity": null,
   "url": "https://cognee.ai/",
   "global_spend_share_pct": null,
   "global_activity_rank": null,
   "observation_month": "2026-10",
   "ranking_basis": "headquarters_vendor_spend_share",
   "description": "Cognee is an open-source memory engine alongside its open-source, self-hosted deployment options. The platform connects data pipelines to vector and graph databases to construct structured AI agent memory. Users submit raw documents via Python SDKs or REST APIs to generate queryable knowledge graphs for language models."
  },
  {
   "rank": 5,
   "product": "Cyanite",
   "category": "AI Platforms & Model Ops",
   "subcategory": "Other",
   "founded_year": 2019,
   "employee_range": "11-50 employees",
   "funding_range": null,
   "hq": "Berlin, Berlin",
   "canonical_city": "Berlin",
   "canonical_region": "Berlin",
   "country_code": "DE",
   "city_id": "DE:berlin:berlin",
   "rank_change_12m_activity": null,
   "url": "https://cyanite.ai/",
   "global_spend_share_pct": null,
   "global_activity_rank": null,
   "observation_month": "2026-10",
   "ranking_basis": "headquarters_vendor_spend_share",
   "description": "Cyanite is an AI-powered tool that aims to enhance music discovery and management, primarily for industry professionals such as music publishers and film studios. It offers features like auto-tagging for efficient music categorization and a Free Text Search for more intuitive music searches. Additionally, Cyanite provides similarity search and visual insights into music, integrating into existing systems via an API for broader applicability​​​​​​."
  },
  {
   "rank": 6,
   "product": "Langdock",
   "category": "AI Platforms & Model Ops",
   "subcategory": "AI Assistants & Copilots",
   "founded_year": 2023,
   "employee_range": "11-50 employees",
   "funding_range": "$1M - $5M",
   "hq": "Berlin",
   "canonical_city": "Berlin",
   "canonical_region": null,
   "country_code": "DE",
   "city_id": "DE:_:berlin",
   "rank_change_12m_activity": null,
   "url": "https://langdock.com/",
   "global_spend_share_pct": null,
   "global_activity_rank": null,
   "observation_month": "2026-10",
   "ranking_basis": "headquarters_vendor_spend_share",
   "description": "Langdock is an AI platform that offers a secure and flexible ChatGPT-like application for businesses, enabling them to drive GenAI adoption within their organizations. The platform supports multiple large language models (LLMs) from various providers, including GPT-4 Turbo, and allows companies to integrate their own models. "
  }
 ]
}