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AIHub - AI Services Module

Centralized AI Infrastructure for Multi-Tenant Applications

🚧 Status: Documentation Coming Soon


Overview​

AIHub provides centralized AI capabilities across all SophiChain modules, including:

  • πŸ€– LLM Integration - OpenAI, DeepSeek, self-hosted models
  • πŸ” Vector Search - Embeddings-based knowledge retrieval
  • πŸ“š Knowledge Bases - Multi-tenant knowledge management
  • πŸ’¬ Chat Widgets - Conversational AI interfaces
  • πŸ“Š Usage Quotas - Token management and billing integration

Quick Preview​

Key Features (Planned)​

βœ… Multi-LLM Support - Switch between OpenAI, DeepSeek, local models
βœ… Embeddings & Vector Search - RAG (Retrieval Augmented Generation)
βœ… Multi-Tenant - Isolated knowledge bases per tenant
βœ… Usage Metering - Integration with FinanceHub for billing
βœ… Pluggable Providers - Add custom LLM providers via NuGet
βœ… Caching & Optimization - Reduce API costs with smart caching


Architecture Highlights​

β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚ AIHub Module β”‚
β”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€
β”‚ β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β” β”‚
β”‚ β”‚ LLM Provider Abstraction β”‚ β”‚
β”‚ β”‚ (ILlmProvider Interface) β”‚ β”‚
β”‚ β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜ β”‚
β”‚ ↓ ↓ ↓ β”‚
β”‚ β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β” β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β” β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β” β”‚
β”‚ β”‚ OpenAI β”‚ β”‚DeepSeekβ”‚ β”‚ Local β”‚ β”‚
β”‚ β”‚Providerβ”‚ β”‚Providerβ”‚ β”‚Providerβ”‚ β”‚
β”‚ β””β”€β”€β”€β”€β”€β”€β”€β”€β”˜ β””β”€β”€β”€β”€β”€β”€β”€β”€β”˜ β””β”€β”€β”€β”€β”€β”€β”€β”€β”˜ β”‚
β”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€
β”‚ β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β” β”‚
β”‚ β”‚ Vector Store Abstraction β”‚ β”‚
β”‚ β”‚ (IVectorStore Interface) β”‚ β”‚
β”‚ β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜ β”‚
β”‚ ↓ ↓ ↓ β”‚
β”‚ β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β” β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β” β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β” β”‚
β”‚ β”‚ Qdrant β”‚ β”‚ Pineconeβ”‚ β”‚Chroma β”‚ β”‚
β”‚ β””β”€β”€β”€β”€β”€β”€β”€β”€β”˜ β””β”€β”€β”€β”€β”€β”€β”€β”€β”˜ β””β”€β”€β”€β”€β”€β”€β”€β”€β”˜ β”‚
β”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€
β”‚ β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β” β”‚
β”‚ β”‚ Knowledge Base Manager β”‚ β”‚
β”‚ β”‚ - Document ingestion β”‚ β”‚
β”‚ β”‚ - Chunking & embedding β”‚ β”‚
β”‚ β”‚ - Semantic search β”‚ β”‚
β”‚ β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜ β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜

Use Cases​

// Search across your knowledge base
var results = await _knowledgeBaseService.SearchAsync(
tenantId: currentTenant.Id,
query: "How do I reset my password?",
maxResults: 5
);

2. AI-Powered Chat​

// Create conversational AI experience
var response = await _chatService.SendMessageAsync(
sessionId: session.Id,
message: userMessage,
context: knowledgeBaseResults
);

3. Document Processing​

// Ingest and process documents
await _documentProcessor.IngestAsync(
file: uploadedFile,
metadata: new DocumentMetadata
{
Type = "UserManual",
Category = "Support"
}
);

Planned Provider Packages​

ProviderTypeStatus
OpenAI GPT-4LLMπŸ”΄ Planned
DeepSeekLLMπŸ”΄ Planned
Local LLaMALLMπŸ”΄ Planned
QdrantVector StoreπŸ”΄ Planned
PineconeVector StoreπŸ”΄ Planned
ChromaDBVector StoreπŸ”΄ Planned

Integration with Other Modules​

FinanceHub Integration​

  • Token usage metering
  • Billing based on AI consumption
  • Quota management per tenant

CommHub Integration​

  • AI-generated message templates
  • Smart template optimization
  • A/B testing with AI insights

HelpDesk Integration​

  • Auto-categorize tickets
  • Suggest responses to agents
  • Knowledge base search

Documentation Status​

πŸ“ Comprehensive documentation is in development

Expected completion: 2026 Q2

What's Coming​

  • Architecture deep dive
  • Provider integration guide
  • Knowledge base setup guide
  • API reference
  • Best practices
  • Performance optimization
  • Security guidelines
  • Multi-tenant configuration

Stay Updated​

  • ⭐ Star the repository to get notifications
  • πŸ“§ Subscribe to updates via GitHub Watch
  • πŸ’¬ Join discussions for early previews


Documentation Coming: Q2 2026
Module Status: Active Development


Have questions? Open a Discussion or Issue!