From free company lookups to AI-powered deep analysis — tools built for investors, business owners and researchers.
Standalone Modules that Expand Swiss Graph
Plug-in products built on the same knowledge graph — from list building and outreach to invoicing, competitor tracking, and a full AI back office.
List Builder & Outreach
Build targeted company lists with advanced filters — canton, sector, legal form, capital range — then launch multi-step outreach campaigns directly. Auto-enrich contacts, send personalized email sequences, track opens, replies, and meetings.
QR-Bill, Inkasso & Scoring
Generate Swiss QR-Bill compliant invoices, auto-fill client details from the registry, and calculate VAT. Score your customers' creditworthiness via Creditreform integration. When payments are overdue, trigger automated Inkasso workflows with Mahnung sequences and SchKG Betreibung filing.
Market Intelligence
Track your competitors in real time, offload corporate strategy to AI, analyse new hires, products, patent filings, and SHAB publications. Compare market positioning, capital structure, and growth signals across your competitive landscape.
Graph ERP
An AI-powered back-office platform built on a knowledge graph that spans your entire organisation. Finance, HR, procurement, contracts, and compliance — all connected through the same graph that powers your market intelligence.
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.
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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