BrainSAIT Ecosystem Map¶

Overview¶

The BrainSAIT ecosystem comprises interconnected AI agents, applications, and platforms that work together to transform healthcare operations. This document maps the relationships and workflows across the ecosystem.

Ecosystem Architecture¶

graph TB
    subgraph "Core Platform"
        ML[MasterLinc]
    end

    subgraph "Healthcare Agents"
        CL[ClaimLinc]
        PL[PolicyLinc]
        DL[DocsLinc]
        RL[RadioLinc]
        VC[Voice2Care]
    end

    subgraph "Tech Agents"
        DVL[DevLinc]
        DTL[DataLinc]
        SU[SecUnit]
    end

    subgraph "Applications"
        HS[HealthSync]
        ER[EFHM RAG]
        SS[Spark Suite]
    end

    ML --> CL
    ML --> PL
    ML --> DL
    ML --> RL
    ML --> VC
    ML --> DVL
    ML --> DTL
    ML --> SU

    CL --> HS
    PL --> HS
    DL --> HS
    DTL --> ER
    DVL --> SS

Agent Ecosystem¶

Healthcare Domain¶

ClaimLinc¶

Role: Claims Intelligence Integrations: - Receives: Claims data, policy rules - Sends: Validated claims, insights - Partners: PolicyLinc, DocsLinc

PolicyLinc¶

Role: Policy Compliance Integrations: - Receives: Policy documents, claim data - Sends: Coverage validation, rules - Partners: ClaimLinc

DocsLinc¶

Role: Document Processing Integrations: - Receives: Medical documents - Sends: Structured data, codes - Partners: ClaimLinc, RadioLinc

RadioLinc¶

Role: Imaging Analysis Integrations: - Receives: DICOM images - Sends: Findings, codes - Partners: DocsLinc

Voice2Care¶

Role: Patient Interaction Integrations: - Receives: Patient calls - Sends: Appointments, triage - Partners: HealthSync

Technical Domain¶

MasterLinc¶

Role: Orchestration & Coordination Integrations: - Receives: All agent requests - Sends: Task routing, coordination - Partners: All agents

DevLinc¶

Role: Development Automation Integrations: - Receives: Code, requirements - Sends: Builds, tests, deployments - Partners: DataLinc, SecUnit

DataLinc¶

Role: Data Pipeline Management Integrations: - Receives: Raw data - Sends: Processed datasets - Partners: All agents

SecUnit¶

Role: Security & Compliance Integrations: - Receives: Security events - Sends: Alerts, reports - Partners: All systems

Application Layer¶

HealthSync¶

Description: Unified healthcare operations platform

Components: - Claims Management - Revenue Analytics - Workflow Automation - Reporting Dashboard

Agent Integrations: - ClaimLinc for claims processing - PolicyLinc for compliance - DocsLinc for documents - Voice2Care for patient communication

EFHM RAG¶

Description: Retrieval-Augmented Generation for healthcare knowledge

Components: - Knowledge Base - Query Interface - Context Engine - Response Generator

Agent Integrations: - DataLinc for data ingestion - DocsLinc for document processing - MasterLinc for orchestration

Spark Solo Suite¶

Description: Productivity and development tools

Components: - Code Assistant - Documentation Generator - Task Automation - Collaboration Tools

Agent Integrations: - DevLinc for development - DataLinc for data handling - MasterLinc for coordination

Integration Patterns¶

Healthcare Workflow¶

sequenceDiagram
    participant EMR
    participant HS as HealthSync
    participant CL as ClaimLinc
    participant PL as PolicyLinc
    participant NP as NPHIES

    EMR->>HS: Encounter data
    HS->>CL: Process claim
    CL->>PL: Check coverage
    PL->>CL: Coverage result
    CL->>HS: Validated claim
    HS->>NP: Submit claim

Document Processing¶

sequenceDiagram
    participant Doc as Document
    participant DL as DocsLinc
    participant CL as ClaimLinc
    participant HS as HealthSync

    Doc->>DL: Upload
    DL->>DL: Extract & code
    DL->>CL: Structured data
    CL->>HS: Claim support

Data Flows¶

Claims Data Flow¶

Source: EMR/HIS systems
Ingestion: DataLinc processing
Validation: ClaimLinc analysis
Compliance: PolicyLinc check
Submission: NPHIES API
Response: HealthSync dashboard

Analytics Data Flow¶

Collection: All agents
Aggregation: DataLinc
Storage: Data warehouse
Analysis: BI tools
Visualization: Dashboards

Customer Deployments¶

Enterprise Model¶

Customer Infrastructure
├── HealthSync Platform
│   ├── ClaimLinc
│   ├── PolicyLinc
│   └── DocsLinc
├── Data Integration
│   └── DataLinc
└── Security
    └── SecUnit

SME Model¶

BrainSAIT Cloud
├── HealthSync SaaS
│   ├── ClaimLinc
│   └── Basic Analytics
└── Shared Services
    ├── Voice2Care
    └── Support

Partnership Ecosystem¶

Technology Partners¶

Cloud: AWS, Azure, GCP
EMR: Major vendors
Security: Identity providers
Analytics: BI platforms

Channel Partners¶

System Integrators: Implementation
Resellers: Sales coverage
Consultants: Advisory

Healthcare Partners¶

Payers: Direct integration
Providers: Reference customers
Associations: Industry access

Ecosystem Roadmap¶

Current State¶

Core agents operational
HealthSync platform live
Key integrations complete

Near-term (6 months)¶

New agent capabilities
Enhanced integrations
Partner ecosystem growth

Medium-term (12 months)¶

Platform expansion
New verticals
Geographic expansion

Long-term (24 months)¶

Full ecosystem maturity
Market leadership
International presence

Last updated: January 2025