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graph.swiss

From free company lookups to AI-powered deep analysis — tools built for investors, business owners and researchers.

Enterprise Intelligence by Industry

Pre-built AI agents, custom data configurations, and industry-specific workflows — tailored for regulated and data-intensive environments.

Under the Hood

GraphRAG — Where Knowledge Graphs Meet AI

Our proprietary technology combines structured corporate data with graph-based retrieval-augmented generation for context-aware, relationship-driven intelligence.

GraphRAG Architecture

Retrieval-Augmented Generation enhanced with graph traversal for multi-hop reasoning across entity relationships.

Neo4j Knowledge Graph

Millions of nodes and hundreds of millions of relationships connecting companies, people, and events.

140+ Years of Data

Proprietary OCR processing of historical gazette archives spanning back to 1883.

Real-time Updates

Continuous ingestion from official registries with sub-24-hour latency on new filings.

Multilingual NER

LLM-based Named Entity Recognition across German, French, Italian, and English corporate records.

Dive Deeper into Our Technology

GraphRAG, Neo4j knowledge graph, multi-source enrichment, and specialised AI agents — see how it all fits together to deliver intelligence with provenance.

Explore Technology

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World Graph

The Global Data Backbone Behind Swiss Graph

All stock data, decision-maker profiles, enrichments, and cross-border connections flow from World Graph — the most extensive data-intelligence platform covering every asset type and global market.

Assets

156K+

96 exchanges

Companies

220M+

Global coverage

Decision Makers

315M+

Global reach

Data Points

50B+

Updated daily