Knowledge Graph |
From isolated documents to a living knowledge network.
AI automatically extracts entities, discovers relationships and builds an interactive graph – zero configuration required.
Your documents know more than you think.
PaperOffice AI automatically discovers 10+ relationship types between your documents: invoice chains, contract links, supplier networks, payment references – all without any configuration. Combined with 12 entity types and 4096-dimensional embeddings.
From document to knowledge network
Upload
Upload documents or connect Storage Mounts. The Harvester automatically claims and processes new documents.
Entity Extraction
AI extracts 12 entity types: companies, persons, locations, amounts, IBANs, dates, products, emails, phone numbers, invoice & contract numbers.
Relationship Discovery
Embedding similarity, meta-field analysis and LLM reasoning discover relationships: invoice_for, order_for, delivery_for, contract_with and more.
Entity Resolution
Different spellings of the same company or person are automatically unified into canonical entities. Embedding + string similarity clustering.
Graph Construction
Documents and entities become nodes, relationships become edges. An interactive knowledge graph is built – navigable with vis.js.
Graph-RAG Search
Natural language queries traverse the graph: vector search + fulltext + graph expansion. Multi-hop reasoning across relationships.
Enterprise Knowledge Discovery
Semantic Search
Find documents by meaning, not just keywords. Natural language queries with source citations across your entire archive.
Automatic Connections
AI discovers invoice references, contract links, customer mentions and supplier networks. Transaction chains visualized: Order → Delivery → Invoice.
Graph-RAG Answers
Ask questions about your documents and get accurate, sourced answers. Multi-hop reasoning: SUM, COUNT, LIST, COMPARE, SUMMARIZE and more.
Entity Resolution
Automatic identification and linking of companies, persons and accounts across all documents – even with different spellings. Canonical entity clustering.
Visual Recognition
Find documents by logo, letterhead or visual elements. Image embeddings (2048-dim.) identify senders across your entire archive.
Interactive Visualization
vis.js powered graph with document thumbnails as nodes. Hover for details, click for preview, double-click to open. Color-coded edges by relation type.
Choose your intelligence level
Knowledge Graph capabilities scale with your AI tier. From automatic connections to full LLM-powered relation extraction.
Smart Connections
- Document relations via meta-fields
- Entity relations via embedding similarity
- Semantic search (4096-dim.)
- Hybrid search (vector + fulltext)
- Interactive vis.js graph
- Transaction chain visualization
Full Intelligence
- Everything in Premium, plus:
- LLM relation extraction (works_for, supplies_to, signed_by...)
- Entity Resolution with canonical entities
- Vision AI (logo, stamp, signature detection)
- Image embeddings (2048-dim.)
- Graph-RAG with multi-hop reasoning
Filing cabinet or knowledge network?
Traditional DMS
- Manual folder structure and tagging
- Keyword search only
- No automatic connections
- No entity recognition
- No relationship discovery
Knowledge Graph
- AI-organized with automatic topic clusters
- Semantic + hybrid + graph search
- 10+ relation types auto-discovered
- 12 entity types extracted
- Graph-RAG for natural language answers
Ask questions. Get answers with sources.
What were our total expenses with Acme Corp last year?
Total expenses with Acme Corp in 2024: $47,832.50 across 23 invoices. Largest: Server maintenance ($12,400). Payment terms: Net 30.
One customer. One view.
Different documents spell names differently. Our AI understands they are the same entity and links everything automatically. Embedding similarity (70%) + string similarity (30%) clustering.
Knowledge Graph in practice
Finance & Accounting
Instant audit trails, automatic invoice-to-order matching, supplier expense analysis across all documents.
Legal & Compliance
Contract discovery, clause search, automatic linking of related contracts and amendments.
Procurement
Complete transaction chains: Order → Delivery Note → Invoice. Supplier networks with all related documents.
Human Resources
Employee document networks: contracts, certificates, evaluations – all linked to person entities.
Customer Support
Answer customer questions from your entire knowledge base. Graph-RAG finds relevant documents across departments.
Audit & Review
Complete document trails with relationships. Every connection traceable and verifiable for auditors.
Research & Analysis
Connect findings across thousands of papers and reports. Discover patterns invisible to manual review.
Management
Dashboard view: KPIs, partner networks, financial analytics. Ask questions in natural language, get answers with sources.
Knowledge Graph API – Query the graph via code
RESTful API for graph queries, entity search, relationship traversal and Graph-RAG – all programmatically via the PaperOffice API.
- Query document relations and entity relations
- Search entities by type, name or embedding
- Graph-RAG natural language queries
- Universe view data for visualization
- Webhook notifications for new relations
- Batch entity resolution via API
# Query knowledge graph relations
$ curl -X GET \
https://api.paperoffice.ai/v2/knowledge_graph/relations \
-H "Authorization: Bearer $API_KEY" \
-d '{"document_id": "doc_xyz789"}'
# Response
{
"relations": [
{"type": "invoice_for", "target": "doc_order_001", "confidence": 0.97},
{"type": "contract_with", "target": "doc_contract_042", "confidence": 0.94},
{"type": "payment_for", "target": "doc_inv_123", "confidence": 0.91}
],
"entities": [
{"type": "company", "value": "Acme Corp", "canonical_id": "ent_001"},
{"type": "amount", "value": "12400.00", "currency": "EUR"}
]
} Enterprise Security for Your Knowledge Graph
EU Data Centers
All graph data, embeddings and entities stored in German/EU data centers. Full GDPR compliance.
End-to-End Encryption
Document data, entity embeddings and graph relationships encrypted in transit and at rest.
ISO 27001 Certified
PaperOffice is ISO 27001 certified. Highest standards for information security.
Multi-Tenant Isolation
Complete data isolation per tenant. Separate databases, separate embeddings, separate graph.
Frequently Asked Questions about Knowledge Graph
What is the PaperOffice Knowledge Graph?
How are relationships discovered automatically?
What entity types does the Knowledge Graph extract?
What is Graph-RAG?
What is Entity Resolution?
What is the difference between Premium and Ultra tier?
How is the graph visualized?
Is there an API for the Knowledge Graph?
Customer Success Stories
Discover how businesses transformed their processes with PaperOffice AI.
Measurable Customer Success
"Enterprise document management for all our mining operations. World class."
"FDA-regulated pharmaceutical labels require seamless documentation. PaperOffice has reduced our approval process from days to hours."
"Technical documentation and order processing now run fully automatically."
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"8,000 employees and thousands of guest documents every day. PaperOffice has completely digitized our back-office processes."
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"GMP-compliant documentation for pharmaceutical functional labels is now fully automated. Audit trails are seamless and instantly accessible."
"Blueprints, permits, and customer files for our wooden houses are now managed centrally. After six generations, we are finally paperless."
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"Certificates of authenticity, supplier records, and customer warranties for our pearl collections are automatically archived and instantly accessible."
"SME loan applications, security documents, and regulatory reports are automatically classified. Our advisors have more time for customer consulting."
"Customer files from over 135 years of banking history are being successively digitized. 5,000 employees now have instant access to all documents."
"Microcredit applications and compliance documents for millions of customers are now processed in minutes instead of days. A game changer for financial inclusion."
"Hundreds of thousands of delivery notes and return slips per day are processed automatically. Vietnam's leading e-commerce logistics provider, now paperless."
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"Aerospace certificates, CNC programs, and customer tolerances are automatically classified. AS9100 compliance has never been easier."
"Merchant contracts, KYC documents, and transaction receipts for hundreds of thousands of SMEs are processed in seconds. Mexico's payment revolution, paperless."
"Harvest documentation, export certificates, and quality protocols for our high-altitude Malbecs are automatically archived. 120 years of winemaking tradition, now digital."
"Millions of user verifications and regulatory documents are processed fully automatically. Scaling without paper."
"Merchant onboarding documents and compliance records for Africa's leading payment provider are processed in minutes instead of days."
"Organic certificates, supplier audits, and product labels for thousands of natural products are automatically checked and archived."
"Regulatory documents from 33 African countries, partner contracts, and audit trails are managed fully automatically. An enterprise DMS for a $3 billion fintech."
"Prescriptions and medication management now run fully automatically. More time for our patients."
"Centuries-old documents are now digitally searchable. A milestone for our historical archives."
"Our caregivers finally have more time for residents instead of paperwork."
"500,000+ records digitized. Our deputies now find all information instantly."
"Patient records management is now a breeze. Everything automatically captured and archived."
"Inheritance and estate documentation is now efficient and error-free."
"Digital property management for all our residential complexes. Tenants and owners are thrilled."
"With PaperOffice, we have accelerated our invoice processing by 99%. The AI automatically recognizes all relevant data and assigns it correctly."
"PaperOffice has become indispensable to our daily work. Orders, quotes, and invoices are now automated."
"The documentation of our care services is now digital and automated. More time for our patients."
"Technical drawings, bills of materials, and quality protocols are instantly searchable. A search that used to take 30 minutes now takes 30 seconds."
"Client receipts, tax assessments, and annual financial statements are automatically sorted and assigned to the correct client. Receipt chaos is a thing of the past."
"Project documentation, SLAs, and customer communication for our IT consulting projects are automatically classified and archived."
From documents to
knowledge network.
AI extracts entities, discovers relationships and builds your Knowledge Graph – automatically.
Zero configuration. Full intelligence.
Free to try. No credit card.