Multi-Agent AI Architecture

Your Personal Data Analyst

AFASAsk gives every organization an expert data analyst that works 24/7, speaks your language, and transforms your AFAS database into a strategic asset for cost savings, revenue optimization, and competitive advantage.

AFASAsk - Your AI Data Analyst
Live
Databronnen
Subscriptions
Customers
Sales Data
Acties
Best
Analyst 1, 2, 3
Gefilterd waar: Campaign 2023-2024
DM Q3 2024
Marketing Campaign Analysis
AFASAsk Chat
AI Agents Active
What was the conversion rate for our latest marketing campaign?
3 AI Agents Analyzing
To provide accurate conversion metrics, I need to clarify a few parameters:
1. Should I include only leads from the primary campaign channels...
2. Do you want conversion calculated from initial contact or qualified leads...
3. Should I segment by customer type (B2B vs B2C) or provide combined metrics...
Resultaten
Best: Analyst 1, 2, 3
ID
Account
Contact
10234
AC7845
Contact A
10235
AC7846
Contact B
10236
AC7847
Contact C
10237
AC7848
Contact D
10238
AC7849
Contact E
Showing campaign conversion results

How Your AI Data Analyst Works

Ask complex "why" questions that go beyond simple database lookups. Your AI data analyst intelligently analyzes across multiple data sources to deliver comprehensive insights.

Your Question

"Why did our Q3 revenue drop in Amsterdam while Utrecht grew 15%?"

AI Data Analyst

Multi-agent processing

AFAS Database
ERP System
SQL Database
Data Warehouse
External APIs
Market Data

The data analyst answers any question or makes any analysis based on the content of your databases. Ask complex questions that require deep analysis across multiple data sources.

Your Complete Data Analysis Team

Ask any business question and get comprehensive data analysis, insights, and professional reports delivered instantly - like having expert analysts working 24/7

Expert Analysis On-Demand

Ask Questions Naturally

Simply describe what you need to know in plain language - our AI team handles the complex analysis

Get Comprehensive Reports

Receive detailed analysis, insights, and professional visualizations ready for stakeholder presentations

Strategic Business Intelligence

Transform raw data into actionable business insights that drive strategic decisions and competitive advantage

Real Analysis Workflow:
👤 "What are our top-performing sales regions this quarter?"
🤖 Analyzing regional sales data across Q3 2024...
👤 "Now break that down by product category"
🤖 Segmenting previous results by product categories...
👤 "Create a PowerBI dashboard for the executive team"
🤖 Generating professional dashboard with 6 visualizations...
Instant Analyst Mode

Break Down Data Silos, Empower Every Employee

Every employee becomes data-powered instantly. Ask any question, get answers in seconds, access any organizational data - no technical skills, no waiting for IT, no departmental barriers.

Universal Data Access

Instant Answers

Get data insights in seconds, not hours. No waiting for reports or complex queries

Organization-Wide Intelligence

Every employee from sales to HR can access and analyze data independently

Eliminate Data Silos

Seamlessly access data across departments, systems, and databases in one conversation

Real Employee Questions

Answered instantly across departments
📊
Sales Manager
"Which products had the highest margin last quarter?"
âš¡ Answered in 2.3 seconds
👥
HR Director
"Show me turnover rates by department and tenure"
âš¡ Answered in 1.8 seconds
💰
Finance Team
"What's our cash flow forecast for next quarter?"
âš¡ Answered in 3.1 seconds

Transform Every Employee Into a Data Analyst

Ask Naturally

Plain language questions, no technical jargon needed

Instant Access

Connect to any data source across your organization

Visual Results

Get charts, tables, and insights automatically

Share Insights

Instantly distribute findings across teams

What Your Data Analyst Can Do for You

AFASAsk delivers measurable business value through strategic insights, operational efficiency, and competitive intelligence

Strategic Decision Making

Enable organization-wide strategic decisions with data-driven insights for competitive advantage

Cost Optimization

Identify cost-saving opportunities and optimize resource allocation across all business units

Revenue Growth

Discover revenue optimization patterns and market opportunities hidden in your data

90% Faster Analysis

Reduce analysis time from hours to minutes for complex data queries

Zero Training Required

Non-technical users can perform sophisticated analysis without SQL knowledge

What You Can Achieve

Accelerate Strategic Planning

Make informed decisions faster with instant access to historical trends and predictive insights

Optimize Operations

Identify inefficiencies and bottlenecks across departments for immediate operational improvements

Democratize Data Access

Enable every team member to generate insights without technical expertise or IT dependency

Business Value Delivered

Competitive Intelligence

Rapid analysis capabilities provide significant market advantages over competitors

Data-Driven Culture

Foster organization-wide adoption of analytical thinking and evidence-based decisions

Risk Mitigation

Multiple analytical perspectives and cached insights reduce decision-making risks

Enterprise Security & Authentication

Bank-level security with comprehensive authentication, data privacy, and compliance features

Azure AD Integration

Enterprise SSO capabilities with seamless Azure Active Directory integration

AFAS Authentication

Native AFAS system integration with secure database connections

Data Encryption

All data transmission secured with end-to-end encryption

Audit Logging

Comprehensive logging for compliance and monitoring requirements

Access Control Features

  • Granular permissions for data access and operations
  • Role-based user management and session controls
  • Data anonymization capabilities for sensitive information

Compliance & Governance

  • GDPR compliant with built-in privacy controls
  • Automated compliance reporting and documentation

Multiple Interaction Modes

Flexible chat modes tailored to different use cases and user responsibilities

Data-Analyst Mode

Comprehensive data analysis with multiple AI agents working collaboratively for complex insights.

Default Agent Mode

Single-agent approach for focused queries and quick data exploration needs.

RAG Chat

Retrieval-augmented generation for document-based questions and knowledge retrieval.

Simple Chat

Direct conversational interface for quick questions and immediate responses.

Code Question Mode

Specialized for technical and coding queries with advanced programming support.

Organizational Customization

Configure available modes per organization with role-based access and permissions.

Professional Dashboard & PowerBI Integration

Automatic generation of professional dashboards with 4-8 visual configurations tailored to your business questions.

Intelligent Visualization Engine

AI selects optimal visualizations for your data with context-aware chart selection

Real-Time Dashboard Creation

Generate PowerBI dashboards automatically during analysis with professional formatting

Complete Visual Library

Full range of charts: Column, Bar, Line, Pie, Scatter, Gauges, Tables, KPIs, Funnels

Live Dashboard Generation

Creating 6 visualizations...
Revenue by Quarter
Market Share
Trend Analysis
Data Table

Multi-Agent Architecture

AFASAsk deploys multiple specialized AI agents working in parallel to deliver comprehensive, robust analysis

Collaborative Intelligence

3+ specialized data analysts work simultaneously on your query, each applying different methodologies and perspectives.

✓ Multiple viewpoints ensure robust results

Dynamic Step Optimization

Configurable analysis depth from 3-22 steps based on complexity, with intelligent error recovery and learning.

✓ Adapts to query complexity automatically

Persistent Memory

Agents maintain context across conversation sessions with fact notation systems and memory management.

✓ Learns from every interaction

Code Generation & Execution

Generates and executes PySpark code for data processing with advanced handling of multi-table analyses.

✓ Enterprise-scale data processing

Real-Time Progress

Live visibility into each agent's analytical process with WebSocket-powered streaming updates.

✓ Watch analysis unfold in real-time

Best-Answer Selection

Advanced synthesis algorithms automatically identify optimal insights from multiple agent perspectives.

✓ Quality through competition

Enterprise-Grade Technical Foundation

Built on modern, scalable architecture with enterprise reliability and performance

Data Processing Engine

Apache PySpark Integration
Intelligent Database Caching
Multi-Format Data Support
Massive Scale Processing

AI & ML Foundation

Any Model Support (GPT-4o, Claude, Llama)
Semantic Anonymization Engine
Advanced Prompt Engineering
Multi-Agent Orchestration

Enterprise Architecture

FastAPI + WebSocket
PostgreSQL + Caching Layer
GDPR-Compliant Design
OpenTelemetry Monitoring

Impressive Technical Specifications

Unlimited
Database Size Support
PySpark distributed processing
<100ms
Cached Query Response
Intelligent caching layer
Any
AI Model Supported
Model-agnostic architecture
100%
Privacy Protection
Semantic anonymization

Strategic Questions Your Data Analyst Answers

See real examples of strategic questions business leaders ask and the insights AFASAsk delivers

Revenue & Growth Questions

Q: "Which product lines are driving our highest profit margins this quarter?"
A: Analysis reveals Product Line C generates 34% profit margin vs 18% average, with specific geographic concentration in Amsterdam region showing 47% higher performance.
Q: "What's causing the 15% revenue dip in Q3?"
A: Multi-factor analysis shows 60% attributed to seasonal customer behavior, 25% to delayed shipments, and 15% to new competitor pricing in key segments.

Operational Excellence Questions

Q: "Where can we reduce operational costs without impacting quality?"
A: Identifies €180K savings in procurement through vendor consolidation, plus 12% efficiency gain from optimizing shift schedules in logistics.
Q: "Which departments have the highest employee turnover and why?"
A: Customer Service shows 23% turnover vs 8% average, correlated with workload spikes in Q4 and limited career advancement paths.

Strategic Planning Questions

Q: "Should we expand into the German market next year?"
A: Market analysis shows 27% revenue opportunity with 18-month ROI, but requires €2.3M investment and faces regulatory complexity in 3 key regions.
Q: "What customer segments should we prioritize for retention?"
A: Mid-size enterprises (50-200 employees) show highest lifetime value at €89K but 34% churn risk, requiring targeted retention strategy.

Risk & Compliance Questions

Q: "What financial risks should we monitor for 2024?"
A: Cash flow analysis reveals concentration risk with top 3 clients representing 67% revenue, plus seasonal liquidity gaps in Q1 and Q3.
Q: "Are we compliant with new data regulations across all departments?"
A: Compliance audit shows 94% adherence overall, with 3 gaps in Marketing data retention and Customer Service access logging requiring immediate attention.

Ask Complex Questions, Get Strategic Answers

These are real strategic questions that require deep data analysis, cross-departmental insights, and business context. AFASAsk's multi-agent approach delivers comprehensive answers in minutes, not weeks.

5x
More Strategic Insights
90%
Faster Decision Making
100%
Business Context Aware

Advanced Privacy & Data Protection

Leading-edge semantic anonymization ensures complete privacy while maintaining analytical power

Semantic Anonymization Technology

Intelligent Data Masking

Names, addresses, and sensitive data are semantically anonymized before AI processing

Reversible Anonymization

AI receives anonymized data but results are automatically de-anonymized for you

GDPR Compliant by Design

Built-in privacy controls ensure complete regulatory compliance

Privacy Protection Flow

Your data stays protected throughout analysis
1
Original Data: "John Smith from Amsterdam"
2
AI Receives: "Person_A from City_B"
3
You See: "John Smith from Amsterdam"

Performance & Scale Features

Lightning-Fast Caching

Database results cached for instant retrieval on repeated queries

Massive Database Support

PySpark engine handles enterprise-scale databases with billions of records

Any AI Model

Flexible architecture supports any language model (GPT-4, Claude, Llama, etc.)

Built for Enterprise Scale

Advanced caching, massive database support, and model flexibility ensure your data analyst performs at enterprise scale.

Intelligent Caching

Smart database caching delivers sub-second responses for frequently accessed data patterns

Unlimited Scale

Process terabytes of data with PySpark's distributed computing power

Model Agnostic

Use your preferred AI models or switch between models based on specific requirements

Enterprise Deployment & Support

Flexible deployment options with comprehensive monitoring and enterprise-grade support

Cloud-Native Architecture

  • Scalable cloud deployment
  • FastAPI foundation
  • Docker containerization
  • Environment flexibility

Monitoring & Observability

  • OpenTelemetry integration
  • Real-time metrics
  • Health check endpoints
  • Rich development logging

Database & Storage

  • PostgreSQL backend
  • SQLModel ORM
  • Migration support
  • Data persistence

Getting Started with AFASAsk

1

Connect AFAS

Simple integration with existing AFAS databases

2

Ask Questions

Start with natural language queries in Dutch or English

3

Watch AI Work

Observe real-time analysis by multiple specialized agents

4

Get Insights

Receive detailed answers with supporting visualizations

5

Create Dashboards

Generate PowerBI dashboards automatically

Ready to Transform Your AFAS Data Strategy?

Join organizations already revolutionizing their data analysis with AFASAsk's conversational AI platform

No credit card required • 14-day free trial • See strategic impact immediately