diff --git a/index/startups/germany/1komma5.yaml b/index/startups/de/1komma5.yaml
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diff --git a/index/startups/germany/micropsi-industries.yaml b/index/startups/de/micropsi-industries.yaml
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diff --git a/index/startups/germany/mondu.yaml b/index/startups/de/mondu.yaml
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diff --git a/index/startups/germany/nyonic.yaml b/index/startups/de/nyonic.yaml
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diff --git a/index/startups/germany/ovom-care.yaml b/index/startups/de/ovom-care.yaml
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diff --git a/index/startups/germany/parloa.yaml b/index/startups/de/parloa.yaml
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diff --git a/index/startups/germany/plancraft.yaml b/index/startups/de/plancraft.yaml
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diff --git a/index/startups/germany/proxima-fusion.yaml b/index/startups/de/proxima-fusion.yaml
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diff --git a/index/startups/germany/reflex-aerospace.yaml b/index/startups/de/reflex-aerospace.yaml
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diff --git a/index/startups/germany/remberg.yaml b/index/startups/de/remberg.yaml
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diff --git a/index/startups/germany/robco.yaml b/index/startups/de/robco.yaml
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diff --git a/index/startups/germany/scalable-capital.yaml b/index/startups/de/scalable-capital.yaml
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diff --git a/index/startups/germany/sewts.yaml b/index/startups/de/sewts.yaml
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diff --git a/index/startups/germany/smart4diagnostics.yaml b/index/startups/de/smart4diagnostics.yaml
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diff --git a/index/startups/germany/solaris.yaml b/index/startups/de/solaris.yaml
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diff --git a/index/startups/germany/tacto.yaml b/index/startups/de/tacto.yaml
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diff --git a/index/startups/germany/taxfix.yaml b/index/startups/de/taxfix.yaml
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diff --git a/index/startups/germany/trade-republic.yaml b/index/startups/de/trade-republic.yaml
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diff --git a/index/startups/germany/twaice.yaml b/index/startups/de/twaice.yaml
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diff --git a/index/startups/germany/upvest.yaml b/index/startups/de/upvest.yaml
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diff --git a/index/startups/germany/voize.yaml b/index/startups/de/voize.yaml
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diff --git a/index/startups/fr/aqemia.yaml b/index/startups/fr/aqemia.yaml
new file mode 100644
index 0000000..c776951
--- /dev/null
+++ b/index/startups/fr/aqemia.yaml
@@ -0,0 +1,28 @@
+# yaml-language-server: $schema=https://raw.githubusercontent.com/shaharia-lab/open-intelligence-index/main/schemas/startup.schema.json
+id: aqemia
+name: Aqemia
+website: https://aqemia.com
+founded_year: 2019
+description: Combining generative AI and quantum-inspired physics for drug discovery.
+long_description: Aqemia uses physics-based algorithms to predict drug-target affinity
+  without needing vast amounts of experimental data. This unique approach allows for
+  rapid scaling of drug discovery pipelines in partnership with major pharmaceutical
+  firms.
+industries:
+- HealthTech
+- Biotechnology
+- Pharmaceuticals
+technologies:
+- Generative AI
+- Quantum-Inspired Physics
+- Computational Chemistry
+headquarters:
+  city: Paris
+  country_code: FR
+funding:
+  total_raised_usd: 100000000
+  last_round: Venture Round
+  investors:
+  - Cathay Innovation
+  - Eurazeo
+  - Bpifrance
diff --git a/index/startups/fr/bioptimus.yaml b/index/startups/fr/bioptimus.yaml
new file mode 100644
index 0000000..50a4bc3
--- /dev/null
+++ b/index/startups/fr/bioptimus.yaml
@@ -0,0 +1,28 @@
+# yaml-language-server: $schema=https://raw.githubusercontent.com/shaharia-lab/open-intelligence-index/main/schemas/startup.schema.json
+id: bioptimus
+name: Bioptimus
+website: https://www.bioptimus.com
+founded_year: 2024
+description: Developing a universal foundation model for biological research.
+long_description: Bioptimus is building the 'GPT for Biology'—a foundation model trained
+  on multi-scale biological data, from DNA to tissue imaging. Their mission is to
+  accelerate discoveries in life sciences by providing a comprehensive understanding
+  of biological laws.
+industries:
+- HealthTech
+- Biotechnology
+- Life Sciences
+technologies:
+- Foundation Models
+- Deep Learning
+- Biological Data Modeling
+headquarters:
+  city: Paris
+  country_code: FR
+funding:
+  total_raised_usd: 76000000
+  last_round: Series A
+  investors:
+  - Cathay Innovation
+  - Sofinnova Partners
+  - Bpifrance
diff --git a/index/startups/fr/dust.yaml b/index/startups/fr/dust.yaml
new file mode 100644
index 0000000..8d5f93c
--- /dev/null
+++ b/index/startups/fr/dust.yaml
@@ -0,0 +1,26 @@
+# yaml-language-server: $schema=https://raw.githubusercontent.com/shaharia-lab/open-intelligence-index/main/schemas/startup.schema.json
+id: dust
+name: Dust
+website: https://dust.tt
+founded_year: 2023
+description: AI operating system for teams to build customizable knowledge-based assistants.
+long_description: Dust integrates with a company's internal knowledge bases (Notion,
+  Slack, GitHub) to create specialized AI agents. It focuses on breaking down data
+  silos and enhancing team productivity through secure, data-augmented solutions.
+industries:
+- Enterprise Software
+- Productivity
+technologies:
+- Agentic AI
+- Knowledge Retrieval
+- LLM Orchestration
+headquarters:
+  city: Paris
+  country_code: FR
+funding:
+  total_raised_usd: 21500000
+  last_round: Series A
+  investors:
+  - Sequoia Capital
+  - Connect Ventures
+  - Seedcamp
diff --git a/index/startups/fr/h-company.yaml b/index/startups/fr/h-company.yaml
new file mode 100644
index 0000000..f23c2b0
--- /dev/null
+++ b/index/startups/fr/h-company.yaml
@@ -0,0 +1,30 @@
+# yaml-language-server: $schema=https://raw.githubusercontent.com/shaharia-lab/open-intelligence-index/main/schemas/startup.schema.json
+id: h-company
+name: H Company
+website: https://hcompany.ai
+founded_year: 2024
+description: Developer of action-oriented AI agents for enterprise automation.
+long_description: Formerly known as Holistic AI, H Company focuses on 'Action Models'—AI
+  systems designed to execute complex tasks and workflows rather than just generating
+  text. Their flagship products, Runner H and Surfer H, are built for web-interface
+  automation and robotic process automation.
+industries:
+- Generative AI
+- Enterprise Software
+- Automation
+technologies:
+- Agentic AI
+- Action Models
+- Visual-Language Models
+headquarters:
+  city: Paris
+  country_code: FR
+funding:
+  total_raised_usd: 220000000
+  last_round: Seed
+  investors:
+  - Accel
+  - Amazon
+  - UiPath
+  - Eric Schmidt
+  - Xavier Niel
diff --git a/index/startups/fr/lighton.yaml b/index/startups/fr/lighton.yaml
new file mode 100644
index 0000000..fc3ad26
--- /dev/null
+++ b/index/startups/fr/lighton.yaml
@@ -0,0 +1,24 @@
+# yaml-language-server: $schema=https://raw.githubusercontent.com/shaharia-lab/open-intelligence-index/main/schemas/startup.schema.json
+id: lighton
+name: LightOn
+website: https://lighton.ai
+founded_year: 2016
+description: Enterprise generative AI platform for sovereign on-premise deployments.
+long_description: LightOn's Paradigm platform enables regulated industries to build
+  and deploy large language models on private clouds or on-premise infrastructure.
+  It became the first pure-player GenAI company to list on Euronext Growth.
+industries:
+- Generative AI
+- Enterprise Software
+- Infrastructure
+technologies:
+- Large Language Models
+- Sovereign AI
+- Model Training
+headquarters:
+  city: Paris
+  country_code: FR
+funding:
+  last_round: IPO
+  investors:
+  - Public Market
diff --git a/index/startups/fr/mistral-ai.yaml b/index/startups/fr/mistral-ai.yaml
new file mode 100644
index 0000000..1b4857b
--- /dev/null
+++ b/index/startups/fr/mistral-ai.yaml
@@ -0,0 +1,33 @@
+# yaml-language-server: $schema=https://raw.githubusercontent.com/shaharia-lab/open-intelligence-index/main/schemas/startup.schema.json
+id: mistral-ai
+name: Mistral AI
+website: https://mistral.ai
+founded_year: 2023
+description: A pioneering French AI startup democratizing AI through open-weight and
+  proprietary models.
+long_description: Mistral AI is the European flagship challenger to US-based AI labs.
+  It develops high-performance large language models (LLMs) using a strategy that
+  blends open-weight releases with high-performance commercial APIs. The company is
+  a key player in ensuring European technological sovereignty in AI.
+industries:
+- Generative AI
+- Foundation Models
+- Infrastructure
+technologies:
+- Large Language Models
+- Mixture of Experts
+- Open Weights
+headquarters:
+  city: Paris
+  country_code: FR
+funding:
+  total_raised_usd: 3050000000
+  last_round: Series C
+  investors:
+  - ASML
+  - Andreessen Horowitz
+  - Lightspeed Venture Partners
+  - NVIDIA
+  - Bpifrance
+open_source:
+  active: true
diff --git a/index/startups/fr/nabla.yaml b/index/startups/fr/nabla.yaml
new file mode 100644
index 0000000..ac81d95
--- /dev/null
+++ b/index/startups/fr/nabla.yaml
@@ -0,0 +1,27 @@
+# yaml-language-server: $schema=https://raw.githubusercontent.com/shaharia-lab/open-intelligence-index/main/schemas/startup.schema.json
+id: nabla
+name: Nabla
+website: https://www.nabla.com
+founded_year: 2018
+description: AI-powered clinical documentation assistant for healthcare providers.
+long_description: Nabla provides an ambient AI assistant that listens to patient consultations
+  and automatically generates clinical notes, reducing administrative burden for clinicians.
+  It is scaling toward an agentic platform for autonomous clinical assistance.
+industries:
+- HealthTech
+- Enterprise Software
+technologies:
+- Ambient AI
+- Natural Language Processing
+- Agentic AI
+headquarters:
+  city: Paris
+  country_code: FR
+funding:
+  total_raised_usd: 120000000
+  last_round: Series C
+  investors:
+  - HV Capital
+  - Highland Europe
+  - Cathay Innovation
+  - DST Global
diff --git a/index/startups/fr/owkin.yaml b/index/startups/fr/owkin.yaml
new file mode 100644
index 0000000..ad37247
--- /dev/null
+++ b/index/startups/fr/owkin.yaml
@@ -0,0 +1,29 @@
+# yaml-language-server: $schema=https://raw.githubusercontent.com/shaharia-lab/open-intelligence-index/main/schemas/startup.schema.json
+id: owkin
+name: Owkin
+website: https://www.owkin.com
+founded_year: 2016
+description: AI-driven biotechnology company using federated learning for drug discovery.
+long_description: Owkin utilizes Federated Learning to train AI models on patient
+  data across distributed hospital networks without compromising privacy. Their platform,
+  Owkin Socrates, focuses on improving drug discovery and clinical trial outcomes
+  in oncology and immunology.
+industries:
+- HealthTech
+- Biotechnology
+- Life Sciences
+technologies:
+- Federated Learning
+- Machine Learning
+- Privacy-Preserving AI
+headquarters:
+  city: Paris
+  country_code: FR
+funding:
+  total_raised_usd: 321000000
+  last_round: Series B
+  investors:
+  - Sanofi
+  - Bristol Myers Squibb
+  - Google Ventures
+  - Bpifrance
diff --git a/index/startups/fr/photoroom.yaml b/index/startups/fr/photoroom.yaml
new file mode 100644
index 0000000..d59fecd
--- /dev/null
+++ b/index/startups/fr/photoroom.yaml
@@ -0,0 +1,28 @@
+# yaml-language-server: $schema=https://raw.githubusercontent.com/shaharia-lab/open-intelligence-index/main/schemas/startup.schema.json
+id: photoroom
+name: Photoroom
+website: https://www.photoroom.com
+founded_year: 2019
+description: AI-driven e-commerce photography platform for background removal and
+  styling.
+long_description: Photoroom provides professional-quality photo editing tools powered
+  by proprietary AI models trained specifically for product photography. It is a global
+  standard for e-commerce imaging with hundreds of millions of downloads.
+industries:
+- Creative AI
+- E-commerce
+- SaaS
+technologies:
+- Computer Vision
+- Deep Learning
+- Image Generation
+headquarters:
+  city: Paris
+  country_code: FR
+funding:
+  total_raised_usd: 64000000
+  last_round: Series B
+  investors:
+  - Balderton Capital
+  - Aglaé Ventures
+  - Y Combinator
diff --git a/index/startups/fr/poolside.yaml b/index/startups/fr/poolside.yaml
new file mode 100644
index 0000000..3c0c537
--- /dev/null
+++ b/index/startups/fr/poolside.yaml
@@ -0,0 +1,29 @@
+# yaml-language-server: $schema=https://raw.githubusercontent.com/shaharia-lab/open-intelligence-index/main/schemas/startup.schema.json
+id: poolside
+name: Poolside
+website: https://poolside.ai
+founded_year: 2023
+description: Building a stack-aware foundation model to automate software engineering.
+long_description: Founded in the US but relocated to Paris, Poolside is developing
+  a foundation model specifically for software development. Unlike generalist models,
+  Poolside understands entire codebases, aiming to act as an autonomous senior engineer
+  to improve security and efficiency in coding.
+industries:
+- Generative AI
+- Developer Tools
+- Software Engineering
+technologies:
+- Large Language Models
+- Code Intelligence
+- Agentic AI
+headquarters:
+  city: Paris
+  country_code: FR
+funding:
+  total_raised_usd: 626000000
+  last_round: Series B
+  investors:
+  - Bain Capital Ventures
+  - DST Global
+  - Felicis
+  - NVIDIA
diff --git a/index/startups/gb/dexory.yaml b/index/startups/gb/dexory.yaml
new file mode 100644
index 0000000..b3c3509
--- /dev/null
+++ b/index/startups/gb/dexory.yaml
@@ -0,0 +1,25 @@
+# yaml-language-server: $schema=https://raw.githubusercontent.com/shaharia-lab/open-intelligence-index/main/schemas/startup.schema.json
+id: dexory
+name: Dexory
+website: https://www.dexory.com
+founded_year: 2015
+description: Real-time warehouse intelligence using autonomous robots and digital twins.
+long_description: Dexory combines autonomous mobile robots with a digital twin platform,
+  DexoryView, to provide real-time visibility into inventory and operations, addressing
+  critical supply chain inefficiencies.
+industries:
+- Logistics
+- Robotics
+- Supply Chain
+technologies:
+- Autonomous Mobile Robots (AMRs)
+- Digital Twins
+- Predictive Analytics
+headquarters:
+  city: London
+  country_code: GB
+funding:
+  total_raised_usd: 165000000
+  last_round: Series C
+  investors:
+  - Eurazeo
diff --git a/index/startups/gb/elevenlabs.yaml b/index/startups/gb/elevenlabs.yaml
new file mode 100644
index 0000000..9ea49db
--- /dev/null
+++ b/index/startups/gb/elevenlabs.yaml
@@ -0,0 +1,22 @@
+# yaml-language-server: $schema=https://raw.githubusercontent.com/shaharia-lab/open-intelligence-index/main/schemas/startup.schema.json
+id: elevenlabs
+name: ElevenLabs
+website: https://elevenlabs.io
+founded_year: 2022
+description: Advanced AI voice synthesis and audio intelligence platform.
+long_description: ElevenLabs specializes in high-fidelity voice synthesis that captures
+  emotional intonation and context. It has achieved unicorn status and serves as a platform
+  for a growing cluster of audio-centric AI applications.
+industries:
+- Generative AI
+- Audio Technology
+technologies:
+- Voice Synthesis
+- Natural Language Processing
+headquarters:
+  city: London
+  country_code: GB
+funding:
+  last_round: Series B
+  investors:
+  - Andreessen Horowitz
diff --git a/index/startups/gb/isomorphic-labs.yaml b/index/startups/gb/isomorphic-labs.yaml
new file mode 100644
index 0000000..8155291
--- /dev/null
+++ b/index/startups/gb/isomorphic-labs.yaml
@@ -0,0 +1,26 @@
+# yaml-language-server: $schema=https://raw.githubusercontent.com/shaharia-lab/open-intelligence-index/main/schemas/startup.schema.json
+id: isomorphic-labs
+name: Isomorphic Labs
+website: https://www.isomorphiclabs.com
+founded_year: 2021
+description: AI-driven drug discovery and biological modeling.
+long_description: A subsidiary of Alphabet, Isomorphic Labs uses AI to model biological
+  phenomena and design novel molecules, building on the breakthroughs of AlphaFold to
+  revolutionize the pharmaceutical industry.
+industries:
+- Life Sciences
+- HealthTech
+- Biotech
+technologies:
+- Biological Modeling
+- Deep Learning
+- Computational Chemistry
+headquarters:
+  city: London
+  country_code: GB
+funding:
+  total_raised_usd: 600000000
+  last_round: Series B
+  investors:
+  - Alphabet
+  - Andreessen Horowitz
diff --git a/index/startups/gb/polyai.yaml b/index/startups/gb/polyai.yaml
new file mode 100644
index 0000000..c7b452d
--- /dev/null
+++ b/index/startups/gb/polyai.yaml
@@ -0,0 +1,24 @@
+# yaml-language-server: $schema=https://raw.githubusercontent.com/shaharia-lab/open-intelligence-index/main/schemas/startup.schema.json
+id: polyai
+name: PolyAI
+website: https://poly.ai
+founded_year: 2017
+description: Superhuman voice assistants for enterprise customer service.
+long_description: PolyAI develops voice agents that handle complex, multi-turn conversations
+  for high-volume environments like hospitality and logistics, resolving over 50% of calls
+  without human intervention.
+industries:
+- Customer Service
+- Enterprise Software
+technologies:
+- Conversational AI
+- Spoken Language Understanding
+headquarters:
+  city: London
+  country_code: GB
+funding:
+  total_raised_usd: 86000000
+  last_round: Series D
+  investors:
+  - Georgian
+  - Khosla Ventures
diff --git a/index/startups/gb/quantexa.yaml b/index/startups/gb/quantexa.yaml
new file mode 100644
index 0000000..1baba74
--- /dev/null
+++ b/index/startups/gb/quantexa.yaml
@@ -0,0 +1,25 @@
+# yaml-language-server: $schema=https://raw.githubusercontent.com/shaharia-lab/open-intelligence-index/main/schemas/startup.schema.json
+id: quantexa
+name: Quantexa
+website: https://www.quantexa.com
+founded_year: 2016
+description: Contextual Decision Intelligence platform for risk and compliance.
+long_description: Quantexa specializes in Entity Resolution, connecting disparate data points
+  to detect fraud and financial crime. Their platform serves banking, insurance, and public
+  sector clients globally.
+industries:
+- FinTech
+- Risk Management
+- Decision Intelligence
+technologies:
+- Entity Resolution
+- Big Data Analytics
+- Network Analysis
+headquarters:
+  city: London
+  country_code: GB
+funding:
+  total_raised_usd: 175000000
+  last_round: Series F
+  investors:
+  - Teachers' Venture Growth
diff --git a/index/startups/gb/stability-ai.yaml b/index/startups/gb/stability-ai.yaml
new file mode 100644
index 0000000..f6a91ff
--- /dev/null
+++ b/index/startups/gb/stability-ai.yaml
@@ -0,0 +1,30 @@
+# yaml-language-server: $schema=https://raw.githubusercontent.com/shaharia-lab/open-intelligence-index/main/schemas/startup.schema.json
+id: stability-ai
+name: Stability AI
+website: https://stability.ai
+founded_year: 2020
+description: Open-source foundational model provider for creative media.
+long_description: A leader in the foundational model layer, Stability AI is known for
+  Stable Diffusion, an open-source text-to-image generator. The company focuses on
+  the convergence of generative AI and studio content across audio, video, and 3D modalities.
+industries:
+- Generative AI
+- Infrastructure
+- Creative Arts
+technologies:
+- Foundation Models
+- Open Source
+- Diffusion Models
+headquarters:
+  city: London
+  country_code: GB
+  region: Notting Hill
+funding:
+  total_raised_usd: 80000000
+  last_round: Venture
+  investors:
+  - Greycroft
+  - Coatue
+  - Sean Parker
+open_source:
+  active: true
diff --git a/index/startups/gb/synthesia.yaml b/index/startups/gb/synthesia.yaml
new file mode 100644
index 0000000..0e8e17c
--- /dev/null
+++ b/index/startups/gb/synthesia.yaml
@@ -0,0 +1,27 @@
+# yaml-language-server: $schema=https://raw.githubusercontent.com/shaharia-lab/open-intelligence-index/main/schemas/startup.schema.json
+id: synthesia
+name: Synthesia
+website: https://www.synthesia.io
+founded_year: 2017
+description: Enterprise-grade generative video platform utilizing AI avatars.
+long_description: Synthesia enables the creation of photorealistic AI avatars that can
+  speak in over 120 languages, addressing the high cost and logistical friction of
+  traditional video production. Used by over 60% of Fortune 100 companies for training
+  and corporate communications.
+industries:
+- Generative AI
+- Video Production
+- Enterprise Software
+technologies:
+- Deep Learning
+- Synthetic Media
+- Computer Vision
+headquarters:
+  city: London
+  country_code: GB
+funding:
+  total_raised_usd: 180000000
+  last_round: Series D
+  investors:
+  - NEA
+  - Accel
diff --git a/index/startups/gb/tessl.yaml b/index/startups/gb/tessl.yaml
new file mode 100644
index 0000000..dbee2d3
--- /dev/null
+++ b/index/startups/gb/tessl.yaml
@@ -0,0 +1,23 @@
+# yaml-language-server: $schema=https://raw.githubusercontent.com/shaharia-lab/open-intelligence-index/main/schemas/startup.schema.json
+id: tessl
+name: Tessl
+website: https://tessl.io
+founded_year: 2024
+description: AI-native software development platform.
+long_description: Tessl is pioneering 'spec-centric' development where developers define
+  intent and specifications, while AI agents handle implementation and maintenance,
+  aiming for a paradigm shift in software engineering.
+industries:
+- Developer Tools
+- Software Engineering
+technologies:
+- AI Agents
+- Automated Coding
+headquarters:
+  city: London
+  country_code: GB
+funding:
+  total_raised_usd: 125000000
+  last_round: Series A
+  investors:
+  - Index Ventures
diff --git a/index/startups/gb/wayve.yaml b/index/startups/gb/wayve.yaml
new file mode 100644
index 0000000..e6648ee
--- /dev/null
+++ b/index/startups/gb/wayve.yaml
@@ -0,0 +1,27 @@
+# yaml-language-server: $schema=https://raw.githubusercontent.com/shaharia-lab/open-intelligence-index/main/schemas/startup.schema.json
+id: wayve
+name: Wayve
+website: https://wayve.ai
+founded_year: 2017
+description: Pioneer of AV2.0 end-to-end deep learning for autonomous vehicles.
+long_description: Wayve employs end-to-end deep learning to train foundation models for
+  driving, eschewing HD maps and rule-based coding. Their technology learns to perceive
+  and act from raw video data, allowing it to generalize to new environments.
+industries:
+- Autonomous Vehicles
+- Embodied AI
+- Transport
+technologies:
+- End-to-End Deep Learning
+- Computer Vision
+- Reinforcement Learning
+headquarters:
+  city: London
+  country_code: GB
+funding:
+  total_raised_usd: 1050000000
+  last_round: Series C
+  investors:
+  - SoftBank
+  - NVIDIA
+  - Microsoft
diff --git a/index/startups/gb/xapien.yaml b/index/startups/gb/xapien.yaml
new file mode 100644
index 0000000..41076fa
--- /dev/null
+++ b/index/startups/gb/xapien.yaml
@@ -0,0 +1,22 @@
+# yaml-language-server: $schema=https://raw.githubusercontent.com/shaharia-lab/open-intelligence-index/main/schemas/startup.schema.json
+id: xapien
+name: Xapien
+website: https://xapien.com
+founded_year: 2018
+description: Automated due diligence and background research platform.
+long_description: Xapien uses AI and NLP to automate deep-dive research for legal and
+  wealth management sectors, scanning millions of records to produce due diligence
+  reports in minutes.
+industries:
+- LegalTech
+- Risk Management
+- Compliance
+technologies:
+- Natural Language Processing
+- Automated Research
+headquarters:
+  city: London
+  country_code: GB
+funding:
+  total_raised_usd: 10000000
+  last_round: Series A
diff --git a/index/startups/nl/axelera-ai.yaml b/index/startups/nl/axelera-ai.yaml
new file mode 100644
index 0000000..9a8edfb
--- /dev/null
+++ b/index/startups/nl/axelera-ai.yaml
@@ -0,0 +1,30 @@
+# yaml-language-server: $schema=https://raw.githubusercontent.com/shaharia-lab/open-intelligence-index/main/schemas/startup.schema.json
+id: axelera-ai
+name: Axelera AI
+website: https://www.axelera.ai
+founded_year: 2021
+description: Semiconductor company designing energy-efficient AI hardware for edge
+  computing.
+long_description: Based in Eindhoven, Axelera AI develops the Metis AI platform using
+  in-memory computing to provide high-performance AI inference with low power consumption.
+  Their Europa AIPU is designed for edge devices like drones and robots.
+industries:
+- Semiconductors
+- Deep Tech
+- Hardware
+technologies:
+- In-Memory Computing
+- Edge AI
+- Computer Vision
+headquarters:
+  city: Eindhoven
+  country_code: NL
+  region: North Brabant
+funding:
+  total_raised_usd: 68000000
+  last_round: Series B
+  investors:
+  - Samsung Catalyst Fund
+open_source:
+  active: true
+  github_org: https://github.com/axelera-ai
diff --git a/index/startups/nl/cradle.yaml b/index/startups/nl/cradle.yaml
new file mode 100644
index 0000000..6283847
--- /dev/null
+++ b/index/startups/nl/cradle.yaml
@@ -0,0 +1,28 @@
+# yaml-language-server: $schema=https://raw.githubusercontent.com/shaharia-lab/open-intelligence-index/main/schemas/startup.schema.json
+id: cradle
+name: Cradle
+website: https://www.cradle.bio
+founded_year: 2021
+description: Biotech startup using generative AI to design improved proteins.
+long_description: Cradle uses Large Language Models to predict amino acid sequences
+  in proteins, allowing biologists to program proteins with specific properties like
+  heat resistance. It bridges digital design and wet-lab validation.
+industries:
+- Biotechnology
+- HealthTech
+- Life Sciences
+technologies:
+- Generative Biology
+- LLM
+- Protein Engineering
+headquarters:
+  city: Amsterdam
+  country_code: NL
+  region: North Holland
+funding:
+  total_raised_usd: 100000000
+  last_round: Series B
+  investors:
+  - Index Ventures
+  - IVP
+  - Kindred Capital
diff --git a/index/startups/nl/datasnipper.yaml b/index/startups/nl/datasnipper.yaml
new file mode 100644
index 0000000..d4f4628
--- /dev/null
+++ b/index/startups/nl/datasnipper.yaml
@@ -0,0 +1,27 @@
+# yaml-language-server: $schema=https://raw.githubusercontent.com/shaharia-lab/open-intelligence-index/main/schemas/startup.schema.json
+id: datasnipper
+name: DataSnipper
+website: https://www.datasnipper.com
+founded_year: 2017
+description: An intelligent automation platform for audit and finance professionals.
+long_description: DataSnipper embeds AI directly into Excel to automate the 'vouching
+  and tracing' process in auditing. It reconciles unstructured documents against ledgers,
+  creating a verified audit trail. It is used by all of the Big Four accounting firms.
+industries:
+- FinTech
+- Audit
+- Enterprise Software
+technologies:
+- Intelligent Automation
+- OCR
+- Document AI
+headquarters:
+  city: Amsterdam
+  country_code: NL
+  region: North Holland
+funding:
+  total_raised_usd: 100000000
+  last_round: Series B
+  investors:
+  - Index Ventures
+  - Insight Partners
diff --git a/index/startups/nl/marvelx.yaml b/index/startups/nl/marvelx.yaml
new file mode 100644
index 0000000..974ecff
--- /dev/null
+++ b/index/startups/nl/marvelx.yaml
@@ -0,0 +1,24 @@
+# yaml-language-server: $schema=https://raw.githubusercontent.com/shaharia-lab/open-intelligence-index/main/schemas/startup.schema.json
+id: marvelx
+name: MarvelX
+website: https://marvelx.ai
+founded_year: 2023
+description: Agentic AI platform automating complex workflows for the insurance industry.
+long_description: MarvelX builds an agentic AI backbone for insurance, employing intelligent
+  agents to automate claims processing and other operational workflows that traditionally
+  require manual reasoning.
+industries:
+- InsurTech
+- FinTech
+technologies:
+- Agentic AI
+- Process Automation
+headquarters:
+  city: Amsterdam
+  country_code: NL
+  region: North Holland
+funding:
+  total_raised_usd: 6000000
+  last_round: Seed
+  investors:
+  - EQT Ventures
diff --git a/index/startups/nl/mews.yaml b/index/startups/nl/mews.yaml
new file mode 100644
index 0000000..1ccc459
--- /dev/null
+++ b/index/startups/nl/mews.yaml
@@ -0,0 +1,24 @@
+# yaml-language-server: $schema=https://raw.githubusercontent.com/shaharia-lab/open-intelligence-index/main/schemas/startup.schema.json
+id: mews
+name: Mews
+website: https://www.mews.com
+founded_year: 2012
+description: Cloud-native hospitality system leveraging autonomous AI agents.
+long_description: Mews provides a property management system for the hospitality industry.
+  In 2025, it pivoted to an AI-first strategy, launching autonomous agents that manage
+  revenue, guest requests, and housekeeping without human oversight.
+industries:
+- Hospitality
+- SaaS
+- PropTech
+technologies:
+- Agentic AI
+- Autonomous Agents
+- Predictive Analytics
+headquarters:
+  city: Amsterdam
+  country_code: NL
+  region: North Holland
+funding:
+  total_raised_usd: 410000000
+  last_round: Series D
diff --git a/index/startups/nl/nearfield-instruments.yaml b/index/startups/nl/nearfield-instruments.yaml
new file mode 100644
index 0000000..f445643
--- /dev/null
+++ b/index/startups/nl/nearfield-instruments.yaml
@@ -0,0 +1,23 @@
+# yaml-language-server: $schema=https://raw.githubusercontent.com/shaharia-lab/open-intelligence-index/main/schemas/startup.schema.json
+id: nearfield-instruments
+name: Nearfield Instruments
+website: https://www.nearfieldinstruments.com
+founded_year: 2016
+description: Atomic-scale 3D metrology solutions for the semiconductor industry.
+long_description: A spin-off from TNO, Nearfield Instruments develops high-throughput
+  Scanning Probe Microscopy (SPM) for non-destructive, atom-scale 3D measurement of
+  complex chip structures.
+industries:
+- Semiconductors
+- Deep Tech
+- Metrology
+technologies:
+- Scanning Probe Microscopy
+- Atomic-scale Metrology
+headquarters:
+  city: Rotterdam
+  country_code: NL
+  region: South Holland
+funding:
+  total_raised_usd: 169000000
+  last_round: Series C
diff --git a/index/startups/nl/nebius-group.yaml b/index/startups/nl/nebius-group.yaml
new file mode 100644
index 0000000..7b1f99f
--- /dev/null
+++ b/index/startups/nl/nebius-group.yaml
@@ -0,0 +1,32 @@
+# yaml-language-server: $schema=https://raw.githubusercontent.com/shaharia-lab/open-intelligence-index/main/schemas/startup.schema.json
+id: nebius-group
+name: Nebius Group
+website: https://nebius.com
+founded_year: 2023
+description: A dedicated AI cloud provider building hyperscale-grade GPU infrastructure.
+long_description: Headquartered in Amsterdam and listed on NASDAQ, Nebius is an infrastructure-focused
+  AI cloud provider. They design proprietary server architecture and manage large-scale
+  clusters optimized for LLM training and inference, positioning themselves as a GDPR-compliant
+  alternative to US hyperscalers.
+industries:
+- Cloud Infrastructure
+- Deep Tech
+technologies:
+- GPU Cloud
+- LLM
+- HPC
+- Kubernetes
+headquarters:
+  city: Amsterdam
+  country_code: NL
+  region: North Holland
+funding:
+  total_raised_usd: 1700000000
+  last_round: Post-IPO Equity
+  investors:
+  - NVIDIA
+  - Accel
+open_source:
+  active: true
+  github_org: https://github.com/nebius
+  huggingface_org: https://huggingface.co/nebius
diff --git a/index/startups/nl/overstory.yaml b/index/startups/nl/overstory.yaml
new file mode 100644
index 0000000..e472d3b
--- /dev/null
+++ b/index/startups/nl/overstory.yaml
@@ -0,0 +1,27 @@
+# yaml-language-server: $schema=https://raw.githubusercontent.com/shaharia-lab/open-intelligence-index/main/schemas/startup.schema.json
+id: overstory
+name: Overstory
+website: https://www.overstory.com
+founded_year: 2018
+description: Vegetation intelligence platform using satellite data and AI.
+long_description: Overstory applies AI to satellite imagery to monitor vegetation
+  near power lines. This helps electric utilities prevent wildfires and outages by
+  identifying high-risk areas globally.
+industries:
+- ClimateTech
+- Energy
+- Infrastructure
+technologies:
+- Computer Vision
+- Remote Sensing
+- Predictive Analytics
+headquarters:
+  city: Amsterdam
+  country_code: NL
+  region: North Holland
+funding:
+  total_raised_usd: 57000000
+  last_round: Series B
+open_source:
+  active: true
+  github_org: https://github.com/20treeAI
diff --git a/index/startups/nl/source-ag.yaml b/index/startups/nl/source-ag.yaml
new file mode 100644
index 0000000..4894bae
--- /dev/null
+++ b/index/startups/nl/source-ag.yaml
@@ -0,0 +1,24 @@
+# yaml-language-server: $schema=https://raw.githubusercontent.com/shaharia-lab/open-intelligence-index/main/schemas/startup.schema.json
+id: source-ag
+name: Source.ag
+website: https://www.source.ag
+founded_year: 2020
+description: AgTech company developing AI models to optimize greenhouse agriculture.
+long_description: Source.ag creates digital twins of greenhouses to simulate plant
+  biology and climate conditions. Their 'AI Grower' platform optimizes resource usage
+  and maximizes yield for sustainable food production.
+industries:
+- AgTech
+- Sustainability
+- FoodTech
+technologies:
+- Digital Twins
+- Predictive Analytics
+- Simulation
+headquarters:
+  city: Amsterdam
+  country_code: NL
+  region: North Holland
+funding:
+  total_raised_usd: 60000000
+  last_round: Series B
diff --git a/index/startups/nl/weaviate.yaml b/index/startups/nl/weaviate.yaml
new file mode 100644
index 0000000..58f3c19
--- /dev/null
+++ b/index/startups/nl/weaviate.yaml
@@ -0,0 +1,32 @@
+# yaml-language-server: $schema=https://raw.githubusercontent.com/shaharia-lab/open-intelligence-index/main/schemas/startup.schema.json
+id: weaviate
+name: Weaviate
+website: https://weaviate.io
+founded_year: 2019
+description: An open-source vector database enabling AI-powered search and RAG applications.
+long_description: Weaviate is a leading vector database that allows developers to
+  build scalable AI applications. It stores data as vector embeddings, enabling semantic
+  search and Retrieval-Augmented Generation (RAG). Its modular architecture allows
+  integration with various machine learning models.
+industries:
+- Infrastructure
+- SaaS
+- Developer Tools
+technologies:
+- Vector Database
+- RAG
+- Machine Learning
+headquarters:
+  city: Amsterdam
+  country_code: NL
+  region: North Holland
+funding:
+  total_raised_usd: 67000000
+  last_round: Series B
+  investors:
+  - Index Ventures
+  - Battery Ventures
+open_source:
+  active: true
+  github_org: https://github.com/weaviate
+  huggingface_org: https://huggingface.co/weaviate
diff --git a/scripts/import_startups.py b/scripts/import_startups.py
new file mode 100755
index 0000000..1c94212
--- /dev/null
+++ b/scripts/import_startups.py
@@ -0,0 +1,188 @@
+#!/usr/bin/env python3
+"""
+Import startups from a JSON file into individual YAML files.
+
+Usage:
+    python scripts/import_startups.py <input.json>
+
+This script:
+1. Reads a JSON file containing startup entries
+2. Validates each entry against schemas/startup.schema.json
+3. Creates individual YAML files in index/startups/{country_code}/{startup_id}.yaml
+"""
+
+import argparse
+import json
+import sys
+from pathlib import Path
+
+try:
+    import jsonschema
+    from yaml import dump
+except ImportError as e:
+    print(f"Missing dependency: {e}")
+    print("Install with: pip install jsonschema pyyaml")
+    sys.exit(1)
+
+
+def load_schema(schema_path: Path) -> dict:
+    """Load the JSON schema for validation."""
+    with open(schema_path) as f:
+        return json.load(f)
+
+
+def validate_startup(startup: dict, schema: dict, index: int) -> list[str]:
+    """Validate a single startup entry against the schema.
+
+    Returns a list of validation errors (empty if valid).
+    """
+    errors = []
+
+    try:
+        jsonschema.validate(instance=startup, schema=schema)
+    except jsonschema.ValidationError as e:
+        errors.append(f"Entry #{index} ({startup.get('id', 'UNKNOWN')}): {e.message}")
+
+    return errors
+
+
+def format_yaml(startup: dict) -> str:
+    """Format a startup dict as YAML with proper styling."""
+    # Remove None values
+    cleaned = {k: v for k, v in startup.items() if v is not None}
+
+    # YAML configuration to match existing style
+    yaml_str = dump(
+        cleaned,
+        default_flow_style=False,
+        sort_keys=False,
+        allow_unicode=True,
+        indent=2,
+        width=80,
+        line_break="\n"
+    )
+
+    # Add schema comment at the top
+    schema_comment = "# yaml-language-server: $schema=https://raw.githubusercontent.com/shaharia-lab/open-intelligence-index/main/schemas/startup.schema.json\n"
+
+    # Remove trailing whitespace from each line
+    lines = yaml_str.split('\n')
+    lines = [line.rstrip() for line in lines]
+    yaml_str = '\n'.join(lines)
+
+    return schema_comment + yaml_str
+
+
+def get_country_dir(country_code: str) -> str:
+    """Return lowercase ISO country code as directory name."""
+    return country_code.lower()
+
+
+def import_startups(input_path: Path, schema_path: Path, output_base: Path, dry_run: bool = False) -> None:
+    """Import startups from JSON file to individual YAML files."""
+
+    # Load schema
+    schema = load_schema(schema_path)
+
+    # Load input JSON
+    with open(input_path) as f:
+        startups = json.load(f)
+
+    if not isinstance(startups, list):
+        print(f"Error: Input JSON must be an array of startup objects")
+        sys.exit(1)
+
+    print(f"Found {len(startups)} startup entries in {input_path}")
+
+    # Validate all entries first
+    all_errors = []
+    for i, startup in enumerate(startups):
+        errors = validate_startup(startup, schema, i)
+        all_errors.extend(errors)
+
+    if all_errors:
+        print("\nValidation errors found:")
+        for error in all_errors:
+            print(f"  - {error}")
+        sys.exit(1)
+
+    print("All entries validated successfully!")
+
+    # Create YAML files
+    created = 0
+    skipped = 0
+
+    for startup in startups:
+        startup_id = startup['id']
+        country_code = startup['headquarters']['country_code']
+        country_dir = get_country_dir(country_code)
+
+        # Determine output path
+        output_dir = output_base / country_dir
+        output_file = output_dir / f"{startup_id}.yaml"
+
+        if output_file.exists():
+            print(f"  Skipping {startup_id}: {output_file} already exists")
+            skipped += 1
+            continue
+
+        if dry_run:
+            print(f"  Would create: {output_file}")
+            created += 1
+            continue
+
+        # Create directory if needed
+        output_dir.mkdir(parents=True, exist_ok=True)
+
+        # Write YAML file
+        yaml_content = format_yaml(startup)
+        output_file.write_text(yaml_content)
+
+        print(f"  Created: {output_file}")
+        created += 1
+
+    print(f"\nSummary: {created} files created, {skipped} skipped")
+
+
+def main():
+    parser = argparse.ArgumentParser(
+        description="Import startups from JSON to individual YAML files"
+    )
+    parser.add_argument(
+        "input",
+        type=Path,
+        help="Path to input JSON file containing startup entries"
+    )
+    parser.add_argument(
+        "--schema",
+        type=Path,
+        default=Path("schemas/startup.schema.json"),
+        help="Path to JSON schema file (default: schemas/startup.schema.json)"
+    )
+    parser.add_argument(
+        "--output-dir",
+        type=Path,
+        default=Path("index/startups"),
+        help="Base output directory (default: index/startups)"
+    )
+    parser.add_argument(
+        "--dry-run",
+        action="store_true",
+        help="Show what would be created without writing files"
+    )
+
+    args = parser.parse_args()
+
+    if not args.input.exists():
+        print(f"Error: Input file not found: {args.input}")
+        sys.exit(1)
+
+    if not args.schema.exists():
+        print(f"Error: Schema file not found: {args.schema}")
+        sys.exit(1)
+
+    import_startups(args.input, args.schema, args.output_dir, args.dry_run)
+
+
+if __name__ == "__main__":
+    main()
diff --git a/test.json b/test.json
new file mode 100644
index 0000000..0070004
--- /dev/null
+++ b/test.json
@@ -0,0 +1,194 @@
+[
+  {
+    "id": "synthesia",
+    "name": "Synthesia",
+    "website": "https://www.synthesia.io",
+    "founded_year": 2017,
+    "description": "Enterprise-grade generative video platform utilizing AI avatars.",
+    "long_description": "Synthesia enables the creation of photorealistic AI avatars that can speak in over 120 languages, addressing the high cost and logistical friction of traditional video production. Used by over 60% of Fortune 100 companies for training and corporate communications.",
+    "industries": ["Generative AI", "Video Production", "Enterprise Software"],
+    "technologies": ["Deep Learning", "Synthetic Media", "Computer Vision"],
+    "headquarters": {
+      "city": "London",
+      "country_code": "GB"
+    },
+    "funding": {
+      "total_raised_usd": 180000000,
+      "last_round": "Series D",
+      "investors": ["NEA", "Accel"]
+    }
+  },
+  {
+    "id": "stability-ai",
+    "name": "Stability AI",
+    "website": "https://stability.ai",
+    "founded_year": 2020,
+    "description": "Open-source foundational model provider for creative media.",
+    "long_description": "A leader in the foundational model layer, Stability AI is known for Stable Diffusion, an open-source text-to-image generator. The company focuses on the convergence of generative AI and studio content across audio, video, and 3D modalities.",
+    "industries": ["Generative AI", "Infrastructure", "Creative Arts"],
+    "technologies": ["Foundation Models", "Open Source", "Diffusion Models"],
+    "headquarters": {
+      "city": "London",
+      "country_code": "GB",
+      "region": "Notting Hill"
+    },
+    "funding": {
+      "total_raised_usd": 80000000,
+      "last_round": "Venture",
+      "investors": ["Greycroft", "Coatue", "Sean Parker"]
+    },
+    "open_source": {
+      "active": true
+    }
+  },
+  {
+    "id": "elevenlabs",
+    "name": "ElevenLabs",
+    "website": "https://elevenlabs.io",
+    "founded_year": 2022,
+    "description": "Advanced AI voice synthesis and audio intelligence platform.",
+    "long_description": "ElevenLabs specializes in high-fidelity voice synthesis that captures emotional intonation and context. It has achieved unicorn status and serves as a platform for a growing cluster of audio-centric AI applications.",
+    "industries": ["Generative AI", "Audio Technology"],
+    "technologies": ["Voice Synthesis", "Natural Language Processing"],
+    "headquarters": {
+      "city": "London",
+      "country_code": "GB"
+    },
+    "funding": {
+      "last_round": "Series B",
+      "investors": ["Andreessen Horowitz"]
+    }
+  },
+  {
+    "id": "wayve",
+    "name": "Wayve",
+    "website": "https://wayve.ai",
+    "founded_year": 2017,
+    "description": "Pioneer of AV2.0 end-to-end deep learning for autonomous vehicles.",
+    "long_description": "Wayve employs end-to-end deep learning to train foundation models for driving, eschewing HD maps and rule-based coding. Their technology learns to perceive and act from raw video data, allowing it to generalize to new environments.",
+    "industries": ["Autonomous Vehicles", "Embodied AI", "Transport"],
+    "technologies": ["End-to-End Deep Learning", "Computer Vision", "Reinforcement Learning"],
+    "headquarters": {
+      "city": "London",
+      "country_code": "GB"
+    },
+    "funding": {
+      "total_raised_usd": 1050000000,
+      "last_round": "Series C",
+      "investors": ["SoftBank", "NVIDIA", "Microsoft"]
+    }
+  },
+  {
+    "id": "dexory",
+    "name": "Dexory",
+    "website": "https://www.dexory.com",
+    "founded_year": 2015,
+    "description": "Real-time warehouse intelligence using autonomous robots and digital twins.",
+    "long_description": "Dexory combines autonomous mobile robots with a digital twin platform, DexoryView, to provide real-time visibility into inventory and operations, addressing critical supply chain inefficiencies.",
+    "industries": ["Logistics", "Robotics", "Supply Chain"],
+    "technologies": ["Autonomous Mobile Robots (AMRs)", "Digital Twins", "Predictive Analytics"],
+    "headquarters": {
+      "city": "London",
+      "country_code": "GB"
+    },
+    "funding": {
+      "total_raised_usd": 165000000,
+      "last_round": "Series C",
+      "investors": ["Eurazeo"]
+    }
+  },
+  {
+    "id": "quantexa",
+    "name": "Quantexa",
+    "website": "https://www.quantexa.com",
+    "founded_year": 2016,
+    "description": "Contextual Decision Intelligence platform for risk and compliance.",
+    "long_description": "Quantexa specializes in Entity Resolution, connecting disparate data points to detect fraud and financial crime. Their platform serves banking, insurance, and public sector clients globally.",
+    "industries": ["FinTech", "Risk Management", "Decision Intelligence"],
+    "technologies": ["Entity Resolution", "Big Data Analytics", "Network Analysis"],
+    "headquarters": {
+      "city": "London",
+      "country_code": "GB"
+    },
+    "funding": {
+      "total_raised_usd": 175000000,
+      "last_round": "Series F",
+      "investors": ["Teachers' Venture Growth"]
+    }
+  },
+  {
+    "id": "isomorphic-labs",
+    "name": "Isomorphic Labs",
+    "website": "https://www.isomorphiclabs.com",
+    "founded_year": 2021,
+    "description": "AI-driven drug discovery and biological modeling.",
+    "long_description": "A subsidiary of Alphabet, Isomorphic Labs uses AI to model biological phenomena and design novel molecules, building on the breakthroughs of AlphaFold to revolutionize the pharmaceutical industry.",
+    "industries": ["Life Sciences", "HealthTech", "Biotech"],
+    "technologies": ["Biological Modeling", "Deep Learning", "Computational Chemistry"],
+    "headquarters": {
+      "city": "London",
+      "country_code": "GB"
+    },
+    "funding": {
+      "total_raised_usd": 600000000,
+      "last_round": "Series B",
+      "investors": ["Alphabet", "Andreessen Horowitz"]
+    }
+  },
+  {
+    "id": "tessl",
+    "name": "Tessl",
+    "website": "https://tessl.io",
+    "founded_year": 2024,
+    "description": "AI-native software development platform.",
+    "long_description": "Tessl is pioneering 'spec-centric' development where developers define intent and specifications, while AI agents handle implementation and maintenance, aiming for a paradigm shift in software engineering.",
+    "industries": ["Developer Tools", "Software Engineering"],
+    "technologies": ["AI Agents", "Automated Coding"],
+    "headquarters": {
+      "city": "London",
+      "country_code": "GB"
+    },
+    "funding": {
+      "total_raised_usd": 125000000,
+      "last_round": "Series A",
+      "investors": ["Index Ventures"]
+    }
+  },
+  {
+    "id": "polyai",
+    "name": "PolyAI",
+    "website": "https://poly.ai",
+    "founded_year": 2017,
+    "description": "Superhuman voice assistants for enterprise customer service.",
+    "long_description": "PolyAI develops voice agents that handle complex, multi-turn conversations for high-volume environments like hospitality and logistics, resolving over 50% of calls without human intervention.",
+    "industries": ["Customer Service", "Enterprise Software"],
+    "technologies": ["Conversational AI", "Spoken Language Understanding"],
+    "headquarters": {
+      "city": "London",
+      "country_code": "GB"
+    },
+    "funding": {
+      "total_raised_usd": 86000000,
+      "last_round": "Series D",
+      "investors": ["Georgian", "Khosla Ventures"]
+    }
+  },
+  {
+    "id": "xapien",
+    "name": "Xapien",
+    "website": "https://xapien.com",
+    "founded_year": 2018,
+    "description": "Automated due diligence and background research platform.",
+    "long_description": "Xapien uses AI and NLP to automate deep-dive research for legal and wealth management sectors, scuring millions of records to produce due diligence reports in minutes.",
+    "industries": ["LegalTech", "Risk Management", "Compliance"],
+    "technologies": ["Natural Language Processing", "Automated Research"],
+    "headquarters": {
+      "city": "London",
+      "country_code": "GB"
+    },
+    "funding": {
+      "total_raised_usd": 10000000,
+      "last_round": "Series A"
+    }
+  }
+]
\ No newline at end of file