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Clement Vouillon
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The Agent Stack: Marketing to Agents
This landscape covers software that helps businesses win demand when AI systems influence what people discover and buy. The products help companies become visible to AI and make...
The Financialization of Space
Startups building financial products and infrastructure specifically for space assets and space companies.
The Agent Stack: AI Spend & ROI
This landscape covers startups that help companies understand and control the economics of AI systems and agents. These products show where AI spend comes from and whether that...
Cattle Intelligence & Automation
Startups using intelligent software and connected hardware to improve cattle management. The landscape focuses on systems that observe animals and systems that act in the physic...
Biosecurity for the Programmable Biology Era
Biology is becoming easier to engineer as AI tools improve and biotechnology becomes more accessible. This creates a need for a new security layer built for programmable biology...
Industrializing Orbit
Space is starting to become an industrial environment rather than only a place for research. Falling launch costs are making it possible to move production into orbit when the s...
Synthetic Populations
Companies are turning real population data into models that make human behavior easier to understand and predict. The thesis is that the value is shifting from collecting data a...
Hydroclimate Resilience Startups
Climate change is making water less reliable. Rain increasingly comes at the wrong time, in the wrong place, or in the wrong quantity. This landscape tracks startups built for t...
The Agent Stack: Security & Control
The OpenAI and Hugging Face incident showed that autonomous agents cannot be trusted to report or police their own behavior. As agents gain more authority, companies will need a...
European SpaceTech Companies
This landscape maps European companies building technology for the space sector. It focuses on startups and scaleups building technology for space.
The Belief Economy
AI is making rational answers easier to produce. But many human needs are not really about finding the correct answer. People still look for meaning when they face uncertainty,...
Intelligent Aquaculture Systems
A landscape of new generation aquaculture companies using AI and advanced hardware to make farms more autonomous. The market is moving beyond analytics toward systems that can i...
Climate Intervention Startups
Startups developing technologies that deliberately alter weather or climate conditions to reduce specific environmental risks.
Species Protection & Regeneration Tech
Technologies that directly protect a defined species or animal group through measurable intervention.
Forestry Tech
This landscape maps startups applying advanced technology to forestry. It focuses on products that improve how forests are understood and managed, while also making physical int...
World Model Startups
This landscape covers "world models" a.k.a startups building learned representations of real or virtual systems that can predict how they evolve, ideally in response to actions....
The Agent Stack: Agent Facing Software
This landscape covers startups building software whose primary user is an AI agent rather than a human. These products give agents the infrastructure they need to act independen...
Robotics Training Data
Companies that capture human and robot demonstrations to produce the real-world data needed to train physical AI systems.
Human Workflow & Knowledge Data for AI Agents
Companies that capture how people perform digital work and make decisions so AI agents can learn from human workflows and operational knowledge.
The Agent Stack: Data & Context
Infrastructure that turns proprietary data into usable, retrievable and persistent context for AI applications and agents.
🇪🇺 AI-Native Robotics & Robot Intelligence Landscape
Robotics is moving from fixed automation toward systems that can learn, adapt, and operate in less predictable physical environments.
🇪🇺 Factory Intelligence & Industrial AI Agents Landscape
AI is becoming an operational layer for factories, helping manufacturers understand what is happening on the shop floor and turn machine, production, and worker knowledge into f...
The AI Inference Stack
As AI moves from model development to widespread production usage, inference is becoming its own infrastructure stack. Performance increasingly depends not only on access to GPU...
Post Quantum Security
Companies helping organizations protect data, identities, and communications against future quantum-enabled attacks.
Quantum Computing Infrastructure
Startups building the core infrastructure needed to scale quantum computers, from physical machines to the software layers that make them usable.
The Data Center Infrastructure Stack
Startups building the infrastructure, software, and deployment tools that help data center operators secure power, manage heat, optimize operations, and accelerate new capacity.
European Identity, access & authentication cybersecurity landscape
A focused map of European companies building the identity layer of cybersecurity, from workforce IAM, CIAM, IGA and PAM to passwordless authentication, identity verification, di...
The Programmable Plant Stack
Plants are becoming programmable assets. Advances in breeding, genomics, gene editing and AI are making it possible to design new species or varieties optimized for real economi...
The Financialization of Compute
Compute is becoming financialized in three big ways: It is being priced like a commodity, traded like capacity and financed like infrastructure. Basically compute stops being on...
AI for Engineering & Product Development: Product Data, PLM & Digital Thread AI
Startups applying AI to product data, BOMs, requirements, documentation, and engineering history, creating intelligence layers on top of PLM and fragmented engineering systems.
AI for Engineering & Product Development: AI-Native Design & CAD
Startups using AI to help engineers create, modify, explore, and improve designs, from generative CAD and text-to-CAD to geometry repair and manufacturability feedback.
AI for Engineering & Product Development: AI Copilots & Workflow Automation
Startups building AI layers around engineering workflows, helping teams set up simulations, connect tools, interpret results, automate repetitive tasks, and navigate complex tec...
AI for Engineering & Product Development: AI-Native Simulation
Startups using AI to accelerate, replace, or augment physics simulation, from surrogate models and solver replacement to real-time CAE and simulation-driven optimization.
The Financialization Layer for Physical Infrastructure
This landscape maps the emerging software and financial infrastructure layer that turns scarce physical assets, such as batteries, grid flexibility, GPUs, and data center capaci...
European Defense Startups
This landscape maps the new generation of European defense startups emerging in response to a rapidly changing security environment. It highlights how new companies are moderniz...
Revolut Alumni Mafia
Revolut ex employees who have launched their startup (and raised money).
Software for TIC / Inspection industry
DeepTech Recycling Startups
This landscape maps European deeptech startups developing proprietary in-house recycling technologies, rather than companies focused on collection, sorting, or standard recyclin...
Public Procurement Software
Exploration of the new generation of software for public gov contracts
Customs & Trade Compliance Startups
Landscape of startups helping businesses and customs brokers automate customs, trade compliance, and duty recovery workflows.
The Geospatial Data Stack
A landscape of the geospatial data stack, from proprietary data sources to infrastructure platforms and vertical intelligence applications.
Critical Minerals & Next-Generation Mining Tech
A landscape of technology companies reshaping the critical minerals industry through new approaches to resource discovery, mine development and production. It focuses on startup...
Agentic Transaction Infrastructure
Thesis: Agent-to-Agent transactions requires new infra services: From data and payments infrastructure to storefront and analytics tools.
Next Generation Preventive Health Startups
Thesis: Preventive health is becoming a consumer product, driven by cheaper diagnostics, richer personal health data, and better AI interpretation. A new wave of startups is bui...
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