Swiss ComplianceAI

AI Compliance Intelligence powered by GraphRAG

Maps and understands the complete Swiss financial ecosystem—from the Banking Act to institutional requirements—delivering deep regulatory insights and leveraging advanced AI architecture and skills Swiss employers value most—legal expertise, technical excellence, and precision.

Architected & Built by Manuel Gashi • Trained on Real Swiss Law • Production-Ready GraphRAG System

Hybrid Retrieval System
Neo4j graph + Qdrant vectors
Multilingual Intelligence
DE/EN native processing—not LLM translation
Citation Traceability
Every answer linked to source law
🎯 Use Cases

What You Can Do with Swiss Compliance AI

From navigating complex legal hierarchies to expediting compliance reviews, see how this application transforms regulatory research.

Master Swiss Legal Frameworks

Navigate the complete regulatory hierarchy with full visibility into how laws connect and derive from each other.

Discover cross-regulation dependencies and references
Ask and answer in DE/EN with language-matched citations
Translate complex legal concepts and links into clear business language

Apply Requirements Precisely

Understand exactly which requirements apply to your institution with complete traceability and audit-ready documentation.

Article-level citations with direct links to official PDFs
Understand applicability across different institution types
Full audit trail from question to source document

Accelerate Compliance Reviews

Transform days of manual research into seconds with AI-powered precision and export-ready compliance reports.

Reviews in seconds vs. days with export-ready reports
Natural language queries - no complex syntax needed
Save 100s of labor hours annually
💡 Why GraphRAG?

Why This Architecture Matters

Comparing GraphRAG to traditional compliance workflows and standard RAG systems

METHOD
💼
Human Alone
Traditional Methods
🔧
Human + RAG
Equipped with Tools
BEST
🏆
Human + GraphRAG
Champion Solution
⏱️ Speed / Response Time
Days to weeks
of manual research
5-30 min
AI but incomplete
< 2 sec
Up to 500x faster with full path
📋 Citations / Traceability
Manual Notes
Hard to verify
⚠️ Generic
Document-level only
Article-Level
Exact Art. 3 BankG references
🎯 Accuracy
⚠️ Error-Prone
Human fatigue & oversight
⚠️ Incomplete
Misses legal connections
Comprehensive
Structure + semantic depth
🔗 Relationship Understanding
⚠️ Capable
Time intensive
None
Treats all docs as flat text
Expert-Level
Knows BankG → BankV → FINMA
📊 Multi-hop Reasoning
Capable
but time-intensive
⚠️ Limited
to single-hop matches
Full graph traversal
guaranteed logic - consistently outperforms on complex queries
💰 Cost / Efficiency
High Cost
Low scalability
⚠️ Moderate
Ongoing maintenance
Maximum Efficiency
Minimal time & cost
🔍 Workflow Visualised

See GraphRAG in Action

Watch how a single compliance question transforms into a complete, citation-backed answer in under 2 seconds—delivered in the language you need (DE/EN) with full traceability to source regulations.

User Query
"What are the risk management and cyber security requirements for Swiss banks?"
Layer 1: Hybrid Retrieval
Neo4j Graph DB
3,500+ Regulations Indexed
BG
Law
BV
Ord.
FC
Circ.
Traces legal hierarchy: BankG → BankV → FINMA circulars with relationship context
Qdrant Vectors
Semantic Similarity Search
1024-dim embeddings • Cosine similarity
Finds semantically similar content across DE/FR/EN with multilingual embeddings
HYBRID MERGE
Layer 2: AI Generation
Llama 3.3 70B
Together AI • Streaming
Generates natural language answers using merged context from graph + vector databases with citation awareness
Traceable Answer with Citations
Contextual response with clickable regulatory references
🏗️ Architecture

How Swiss Compliance AI Unlocks the Swiss Financial Ecosystem

Swiss Compliance AI leverages GraphRAG—an intelligent, relational database—to empower AI with a deep understanding of the Swiss financial ecosystem. By mapping who a rule applies to, what it requires, and where it is documented, it delivers precise compliance insights. Unlike standard RAG, which relies on uploading PDFs and word searches, Swiss Compliance AI follows connections and provides a visible, cited path for regulatory clarity.

📜

Laws

  • Banking Act SR 952.0
  • Banking Ordinance SR 952.02
  • FINMA Circular 2023/1
⚖️

Requirements

  • Enhanced Capital Buffers
  • Liquidity Ratios
  • Operational Resilience
📊

Categories

  • G-SIB (Strictest)
  • Category 1-2 (Large)
  • Category 3-5 (Smaller)
🏦

Institutions

  • UBS (G-SIB)
  • Credit Suisse (G-SIB)
  • PostFinance (Cat 2)
  • Raiffeisen (Cat 3)
📜 Laws⚖️ Requirements📊 Categories🏦 Institutions
Example Query: "What are capital requirements for UBS?"
GraphRAG traverses the complete compliance path:
🏦 UBS📊 G-SIB⚖️ Enhanced Capital Buffers📜 Banking Act Art. 3c📋 Banking Ordinance Art. 125📄 FINMA Circular 2023/1 Rn. 47-52
Complete compliance path with exact citations in <2 seconds
🎓 Skills Demonstration

Built and Designed for Swiss Financial Institutions

Swiss financial institutions need professionals who understand both cutting-edge AI architecture and complex regulatory frameworks. Here's how this system demonstrates value for:

Swiss Banks

  • Built system trained on Banking Act & Banking Ordinance
  • Demonstrates ability to navigate complex legal hierarchies
  • Shows understanding of FINMA regulatory framework

Insurance Companies

  • GraphRAG architecture applicable to insurance regulations
  • Same compliance research methodology transferable to ISA/ISV
  • Multilingual processing relevant for Swiss insurance sector

FinTech & RegTech Firms

  • Production-grade compliance automation architecture
  • Neo4j + Qdrant hybrid retrieval for legal AI systems
  • FastAPI streaming responses with citation traceability

Consultancies

  • Cross-functional AI/legal/security knowledge
  • Demonstrates ability to learn complex regulatory domains
  • Full-stack implementation from research to deployment
👤 About Me

Manuel Gashi

AI Architect • Compliance Intelligence • Finance & Cybersecurity

Melbourne, Australia → Switzerland
Native English, learning German & French

Who I Am

I'm a technology advisor passionate about building clear, trustworthy systems that enable better decisions, deliver measurable value, and turn complexity into opportunity — whether the challenge is compliance, cybersecurity, AI, or digital transformation.

My approach blends creativity with precision — understanding how technology, people, and strategy interact to solve complex problems. I've worked across AI, cybersecurity, and business architecture to design systems that are both practical and trustworthy.

Manuel Gashi - AI Architect

What defines my work

  • 🧩 Systems thinking: connecting technical, legal, and business perspectives into coherent strategies
  • 🤖 AI & automation: transforming dense information into explainable, efficient processes that scale
  • 🔒 Cyber & risk awareness: grounding innovation in strong security and governance
  • 💡 Creative problem solving: delivering real business outcomes — value, efficiency, and trust
  • 🤝 Collaborative design: aligning diverse teams around shared goals and measurable results

Why Switzerland

Drawn to Switzerland's culture of precision, integrity, and innovation, I'm eager to contribute to organisations — from banks and insurers to consultancies and tech firms — that seek to innovate responsibly while delivering sustainable, high-quality value for clients, stakeholders, and staff.