Tools for Data Intelligence
From free company lookups to AI-powered deep analysis: B2B tools built for investors, business owners and researchers.
Standalone B2B Modules that Expand Swiss Graph
Plug-in products built on the same knowledge graph: from B2B list building and outreach to invoicing, competitor tracking, and a full AI back office.
List Builder & Outreach
Build targeted B2B 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 & Accounting
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.
Marketing
Track your competitors, 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.
CRM
An AI-powered B2B CRM and 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.
Website Builder
Build and publish your website directly in the Swiss Graph interface — or connect our MCP server to your preferred coding agent and build it in your own stack. Either way the site draws on what the platform already knows: SEO recommendations from the first page, and live content from the CRM, Accounting and Marketing add-ons.
The Swiss commercial register, held as a graph
The register is already a network, so we store it as one. Companies, the people recorded against them, their registered addresses and the gazette entries that recorded their changes are the nodes; mandates, signing roles and domiciles are the edges. A question that would otherwise take a dozen separate extracts becomes one walk across the graph.
The analyst agent
A general-purpose model working to a brief we wrote, with tools for SQL over the register and for graph traversal. Every tool call is listed under the reply.
Neo4j graph
Millions of nodes and tens of millions of relationships connecting companies, people, addresses and gazette entries.
Gazette archive
Older years of the Swiss Official Gazette of Commerce are scans, transcribed by a third-party vision model.
How current it is
Register data is updated daily from the official SHAB/SOGC publication feed. The cantonal register remains the authoritative record for any entry.
Four languages
German, French, Italian and English. Company names, UID numbers and dates stay exactly as the register records them.
What is in the graph, and what is not
How a question gets answered, where the data and the models run, and the limits we know about.
In development
Swiss Graph is going international
World Graph brings the same registry-grounded corporate intelligence to markets beyond Switzerland. Built by the team behind Swiss Graph — in development now.