How Memra Works
See how our multi-agent system processes invoices from PDF to payment in minutes with 99.8% accuracy
The Process
Six intelligent steps from document to payment
Ingest
Multi-channel document capture
Extract
AI-powered data extraction
Validate
3-way matching verification
Write
Secure database storage
Pay
Automated ACH payments
Analyze
Real-time insights
Key Components
Master Agent Orchestrator
The brain of the operation, intelligently spawning and coordinating specialized agents based on document type and workflow requirements.
- Dynamic agent allocation
- Error handling & retry logic
- Performance optimization
Specialized Agents
Purpose-built agents that excel at specific tasks, working in parallel to maximize throughput and accuracy.
- Schema & PDF extraction
- AI-powered data processing
- Validation & verification
Data Pipeline
Seamless data flow from ingestion to payment, with built-in validation and error correction at every step.
- Multi-source ingestion
- Real-time processing
- Automated reconciliation
Vision AI Model
Advanced computer vision model specifically trained for financial document understanding and data extraction.
- 99.8% extraction accuracy
- Multi-format support
- Self-learning capabilities
Technical Architecture
Dive deeper into our multi-agent orchestration system. This diagram shows how specialized agents work together to process your financial documents with enterprise-grade reliability.
Automated Trigger]) --> MA{Master Agent
Orchestrator} %% Master Agent spawns specialized agents MA -.->|spawns| SA[Schema Agent] MA -.->|spawns| PA[PDF Agent] MA -.->|spawns| EA[Extraction Agent] MA -.->|spawns| VA[Validation Agent] MA -.->|spawns| WA[Writer Agent] MA -.->|spawns| PYA[Payment Agent] MA -.->|spawns| QA[Query Agent] %% Schema Discovery Path SA --> DB[(Enterprise
Database)] DB --> |retrieves| SCH[Database
Schema] %% Document Processing Path PA --> PDF[PDF Document] PDF --> |converts to| SS[Screenshots /
Images] %% Extraction Path SCH --> MV{Memra Vision
Model} SS --> MV MV --> |outputs| JSON[Structured JSON
Key-Value Pairs] %% Validation Path EA --> JSON JSON --> VA VA --> |3-way match
PO validation| VJSON[Validated
JSON] %% Write Path VJSON --> WA WA --> PG[(PostgreSQL
Database)] WA --> ERP[(ERP System /
GL Codes)] %% Payment Path PG --> PYA PYA --> ACH[ACH Payment
Generation] ACH --> BANK[Bank Transfer
Initiated] %% Query Path (Text-to-SQL) PG --> QA QA --> SQL[Text-to-SQL
Queries] SQL --> RPT[Reports /
Analytics] %% ETL Path PG --> ETL[ETL Processes] ETL --> DW[(Data
Warehouse)] %% End states BANK --> End1([Payment
Complete]) RPT --> End2([Data
Accessible]) DW --> End2 %% Styling classDef masterNode fill:#fae8ff,stroke:#e879f9,stroke-width:3px,color:#000 classDef agentNode fill:#fef3c7,stroke:#fbbf24,stroke-width:2px,color:#000 classDef dataNode fill:#dbeafe,stroke:#3b82f6,stroke-width:2px,color:#000 classDef processNode fill:#d1fae5,stroke:#10b981,stroke-width:2px,color:#000 classDef dbNode fill:#f3f4f6,stroke:#6b7280,stroke-width:2px,color:#000 classDef modelNode fill:#fae8ff,stroke:#e879f9,stroke-width:2px,color:#000 classDef startEnd fill:#1a1a2e,stroke:#1a1a2e,stroke-width:2px,color:#fff class Start,End1,End2 startEnd class MA masterNode class SA,PA,EA,VA,WA,PYA,QA agentNode class PDF,SS,SCH,JSON,VJSON,SQL,RPT,ACH,BANK,ETL dataNode class MV modelNode class DB,PG,ERP,DW dbNode
Enterprise-Grade Security
SOC 2 Type II
Certified compliant
AES-256
End-to-end encryption
Private VPC
Isolated infrastructure
Performance at Scale
Real-time metrics that speak for themselves
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