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Join the Collective Intelligence Movement

Connect with the right people, projects, and resources for your changemaking journey

Manifesto

Advancing social progress through collective intelligence and semantic web technology

We envision a world where collective intelligence accelerates social progress

Where researchers, practitioners, and changemakers can seamlessly connect insights across disciplines to solve complex societal challenges.

Collective Intelligence Drives Progress

The most powerful solutions emerge when diverse perspectives and expertise converge. Our knowledge graph enables this convergence by making connections visible and actionable.

Semantic Technology Enables Understanding

By representing knowledge in machine-readable formats, we can discover patterns invisible to human researchers alone. Semantic web technology isn't just about data—it's about understanding.

Open Collaboration Accelerates Innovation

When knowledge is freely shared and built upon, innovation accelerates exponentially. We reject proprietary approaches that limit collective progress.

We're building the unified knowledge infrastructure that connects insights and accelerates impact.

Semantic Web Foundation

We leverage cutting-edge semantic web technologies to create a knowledge graph that's both powerful and accessible. Our RDFS/OWL schema enables deep connections while maintaining standards compliance.

Domain-Specific Expertise

We organize knowledge into focused domains—climate action, democratic innovation, health equity, economic justice, and more—while maintaining cross-domain connections that reveal systemic solutions.

Community-Driven Development

Our knowledge graph grows through the contributions of researchers, practitioners, and changemakers worldwide. Every addition, connection, and insight strengthens our collective intelligence.

We measure success not by academic citations alone, but by real-world change enabled through our collective intelligence platform.

For Practitioners

Access practical strategies with clear pathways from theory to action and measurable impact.

For Communities

Accessible knowledge that empowers local action while connecting to global networks of expertise and support.

For Researchers

A comprehensive knowledge base that accelerates discovery, reveals research gaps, and enables cross-disciplinary collaboration on unprecedented scales.

We measure success not by academic citations alone, but by real-world change enabled through our collective intelligence platform.

To Openness

All our data, processes, and findings are open for review, use, and improvement. We believe knowledge should be freely accessible to all.

To Collaboration

We prioritize building on each other's work rather than competing for recognition. Every contribution strengthens our collective impact.

To Impact

We measure success not by academic citations alone, but by real-world change enabled through our collective intelligence platform.

Ready to Accelerate Your Impact?

Join our collective intelligence movement and discover how semantic technology can transform your changemaking journey. Whether you're a researcher, practitioner, or concerned citizen, you have a role in advancing social progress through collective intelligence.

Join Our Community

Intelligence

Building the infrastructure for collective intelligence through semantic technology and collaborative development

Theory of Change Framework

Developing comprehensive frameworks for understanding and mapping social change processes, enabling changemakers to design more effective interventions.

Open Data Integration

Connecting and harmonizing diverse open data sources to create comprehensive datasets for social change research and analysis.

Strategic Intelligence Platform

Building decision support tools that help changemakers navigate complex social systems and identify strategic intervention points.

Semantic Web Ontology

Developing comprehensive ontologies that enable structured knowledge representation and interoperability across social change domains.

AI-Powered Analysis

Leveraging artificial intelligence to analyze complex social data, identify patterns, and generate insights for evidence-based decision making.

Collaborative Intelligence

Facilitating community-driven development of knowledge graphs, tools, and methodologies through open collaboration platforms.

Discover How Semantic Technology Connects You to What Matters

Imagine having a smart assistant that understands the connections between climate action, democracy projects, health innovations, and education reforms. Our semantic technology doesn't just search—it understands context and reveals hidden relationships that traditional search engines miss.

  • Find relevant causes and initiatives in your domain
  • Connect with potential collaborators and co-creators
  • Access curated resources and knowledge bases
Explore Our Knowledge Graph

Our Services

Comprehensive solutions for accelerating collective intelligence and social change through semantic technology

Accelerating data discovery

Helping you find causes, initiatives, co-creators and resources

  • Discover relevant causes and initiatives in your domain
  • Find potential co-creators and collaborators
  • Access curated resources and knowledge bases

Our platform accelerates your ability to discover and connect with the right people, projects, and resources. Whether you're looking for climate initiatives, democracy projects, or health innovations, we help you find what matters most for your changemaking journey.

Connecting changemaker concepts

Gaining insights from linking data from various domains

Our knowledge graph connects concepts across different societal challenge domains

  • Link climate initiatives with democracy projects
  • Connect health innovations with education reforms
  • Discover cross-domain patterns and opportunities

Navigating collective intelligence

Visualising a shared knowledge commons

Our platform creates a comprehensive map of collective intelligence, making complex networks of knowledge, people, and initiatives visible and navigable.

  • Visualize knowledge networks across domains
  • Navigate complex ecosystems of changemaking
  • Discover patterns hidden in collective knowledge

Transform fragmented knowledge into a navigable collective intelligence landscape that reveals opportunities for collaboration and innovation.

Human and AI collaboration

Facilitating human questioning and guided AI inferring

We create synergistic partnerships between human expertise and AI capabilities, where human insight guides AI exploration and AI enhances human understanding.

  • Human-guided AI exploration of knowledge networks
  • AI-assisted pattern recognition and insights
  • Collaborative problem-solving across perspectives

Leverage the best of both worlds: human creativity and AI computational power to solve complex societal challenges together.

Semantic Data Infrastructure & Engineering

Graph databases, data combination, transformation and enrichment

Our robust semantic infrastructure leverages RDF/OWL standards to create scalable knowledge graphs that integrate, transform, and enrich data from diverse sources.

  • Create scalable knowledge graphs from diverse sources
  • Ensure data quality and interoperability standards
  • Enable automated data transformation and enrichment

Build on a foundation of semantic web standards that ensure data quality, interoperability, and scalability for complex knowledge networks.

GenAI with Semantic Data

Improving LLM performance with graph data

Enhance large language model performance by grounding AI responses in structured semantic knowledge, reducing hallucinations and improving accuracy through graph-based reasoning.

  • Ground AI responses in verified knowledge sources
  • Reduce AI hallucinations through knowledge validation
  • Enable explainable AI through knowledge graph traces

Transform AI from black-box responses to transparent, knowledge-grounded insights that you can trust and understand.

Products For Intelligence

Visualizing the next generation of collective intelligence tools

Semantic Ontology

Advanced RDF/OWL ontology for structured knowledge representation and semantic reasoning.

Public Knowledge Map

Interactive visualization platform for the general public to explore collective intelligence networks and relationships.

Technical Ontology Graph

Advanced graph visualization for complex semantic relationships and technical ontology exploration.

Chat Interface

Intelligent chat interface with fuzzy text prediction based on ontology knowledge.

LLM with SPARQL

Large Language Model that interprets natural language and generates SPARQL queries for semantic search.

Semantic Search Engine

Advanced search engine that understands context and relationships between concepts.

Testimonials

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Saul Goodman

Ceo & Founder

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Sara Wilsson

Designer

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Jena Karlis

Store Owner

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Matt Brandon

Freelancer

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John Larson

Entrepreneur

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Support Our Mission

Help us build the infrastructure for collective intelligence and social change

Community Supporter

Free

  • Access to knowledge graph and resources
  • Participate in community discussions
  • Contribute to ontology development
  • Help shape the platform's future

Our Team

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Walter White

Chief Executive Officer

Sarah Jhonson

Product Manager

William Anderson

CTO

Recent Blog Posts

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Frequently Asked Questions

Common questions about our platform, how to get started, and how to contribute to our collective intelligence mission.

How do I explore the knowledge graph?

Start with our interactive visualization tool. You can search for specific topics, browse by domain, or follow connections between related concepts. The knowledge graph shows relationships between different initiatives, people, and resources.

What makes your search different from Google?

Our semantic search understands relationships between concepts, not just keywords. It can connect climate initiatives with democracy projects, or health innovations with education reforms. Traditional search engines miss these cross-domain connections.

How can I contribute to the ontology?

You can suggest new concepts, improve existing definitions, or help connect related ideas. Visit our contribute page to learn about different ways to participate. We welcome contributions from researchers, practitioners, and anyone interested in collective intelligence.

Get in Touch

We'd love to hear from you! Whether you have questions, want to collaborate, or need to report an issue, we're here to help.

Contact Us

We're passionate about creating positive societal change through intelligence and influence. Reach out to us for collaboration, questions, or to share your ideas.

Email:

info@intelligenceforinfluence.org

GitHub:

github.com/moral-ambition

GitLab:

gitlab.com/moral-ambition

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