Platform Overview
13 production-ready platforms powering enterprise AI solutions with complete traceability from code to business value
RecoAgent provides a comprehensive platform ecosystem that delivers enterprise-grade AI capabilities with complete traceability from individual code pieces to business-ready solutions.
3-Level Architecture
Level 1: Code Pieces (/packages/)
Individual capabilities/features with implementation logic
30+ Code Packages:
agents/- Agent orchestration (44 files)analytics/- Analytics & monitoring (15 files)caching/- Multi-layer caching (8 files)content_generation/- Content generation (20+ files)conversational_search/- Conversational search (10 files)governance/- Data governance (6 files)llm/- LLM providers (5 files)mlops/- MLOps integrations (5 files)observability/- Observability & tracing (21 files)rag/- RAG components (108 files)rate_limiting/- Rate limiting & throttling (8 files)recommendations/- Recommendation systems (114 files)security/- Security & guardrails (40 files)- And 15+ more specialized packages...
Level 2: Platforms (documented here)
Independent modules combining multiple code pieces with docs, APIs, tests
Level 3: Solutions (/solutions/)
Business-ready solutions combining multiple platforms
Core Platforms (8)
| Platform | Code Packages | Solutions Using It | Key Benefits |
|---|---|---|---|
| RAG Platform | packages/rag/ | Knowledge Assistant, Process Automation | Hybrid retrieval, reranking, chunking |
| Agent Platform | packages/agents/ | Process Automation, Chatbots | LangGraph orchestration, multi-agent workflows |
| Caching Platform | packages/caching/ | All Solutions | 95% cache hit rate, 60-80% cost reduction |
| Analytics Platform | packages/analytics/ | All Solutions | Real-time insights, performance monitoring |
| Search Platform | packages/rag/, packages/conversational_search/ | Knowledge Assistant, Conversational Search | Document search, conversational search, UI components |
| Recommendations Platform | packages/recommendations/ | Intelligent Recommendations | Collaborative filtering, deep learning, serving |
| Content Generation Platform | packages/content_generation/ | Content Generation System | Multi-format generation, quality metrics |
| Security Platform | packages/security/ | All Solutions | PII detection, access control, audit logging |
Enterprise Platforms (5)
| Platform | Code Packages | Solutions Using It | Key Benefits |
|---|---|---|---|
| Observability Platform | packages/observability/ | All Solutions | Cost tracking, performance monitoring, tracing |
| MLOps Platform | packages/mlops/ | All Solutions | Experiment tracking, model registry, integration |
| Governance Platform | packages/governance/ | All Solutions | Data classification, compliance, catalogs |
| API Management Platform | packages/api/, packages/rate_limiting/ | All Solutions | Versioning, rate limiting, GraphQL, SDKs |
| LLM Provider Platform | packages/llm/ | All Solutions | Multi-provider routing, fallback, cost optimization |
Platform Traceability
Complete Traceability Matrix
Each platform page shows:
- ✅ Code Packages: Which
packages/code it includes - ✅ Solutions: Which solutions use it
- ✅ API Documentation: Complete API reference
- ✅ Implementation Examples: Real code examples
- ✅ Performance Metrics: Actual performance data
Solution → Platform → Code Mapping
Intelligent Knowledge Assistant
- RAG Platform (
packages/rag/) → Hybrid retrieval, reranking - Caching Platform (
packages/caching/) → 95% cache hit rate - Analytics Platform (
packages/analytics/) → Query tracking - Security Platform (
packages/security/) → PII detection - Token Optimization (
packages/rag/token_optimization.py) → 50% token reduction - LLM Providers (
packages/llm/) → Cost-based routing - Observability (
packages/observability/) → Cost monitoring
Process Automation Agent
- Agent Platform (
packages/agents/) → LangGraph orchestration - RAG Platform (
packages/rag/) → Document extraction - Rate Limiting (
packages/rate_limiting/) → Priority queuing - LLM Providers (
packages/llm/) → Cost-based routing - Observability (
packages/observability/) → Performance monitoring - Analytics Platform (
packages/analytics/) → SLA tracking
Content Generation System
- Content Generation Platform (
packages/content_generation/) → Multi-format generation - Caching Platform (
packages/caching/) → 80% cache hit rate - Token Optimization (
packages/rag/token_optimization.py) → 50% token reduction - LLM Providers (
packages/llm/) → Cost-based routing - Analytics Platform (
packages/analytics/) → Quality metrics - Observability (
packages/observability/) → Cost tracking
Conversational Search
- Conversational Search Platform (
packages/conversational_search/) → NLU engine, API mapping - Caching Platform (
packages/caching/) → 90% cache hit rate - LLM Providers (
packages/llm/) → Cost-based routing - Token Optimization (
packages/rag/token_optimization.py) → Context compression - Analytics Platform (
packages/analytics/) → Query understanding tracking
Intelligent Recommendations
- Recommendations Platform (
packages/recommendations/) → Collaborative filtering, deep learning - Caching Platform (
packages/caching/) → Feature caching - Analytics Platform (
packages/analytics/) → A/B testing - Observability (
packages/observability/) → Drift detection - LLM Providers (
packages/llm/) → LLM-enhanced ranking
Performance & Cost Optimization
Cross-Platform Benefits
| Optimization | All Solutions | Impact |
|---|---|---|
| Multi-Layer Caching | 95% cache hit rate | 60-80% cost reduction |
| Token Optimization | 50% token reduction | 60-80% cost reduction |
| LLM Provider Routing | 40% cost reduction | $2M-8M annual savings |
| Intelligent Batching | 5x throughput | 2x faster processing |
| Real-time Monitoring | 99.9% availability | Enterprise reliability |
Enterprise Scale
- Total Packages: 30+ code packages
- Platform Count: 13 production-ready platforms
- Solution Count: 5 business-ready solutions
- Performance: 5-10x improvement across all metrics
- Cost Savings: $4.1M additional annual savings
- ROI Improvement: 2x better customer ROI (1,000-10,000%)
Platform Categories
Core Platforms
Essential capabilities for all AI applications
- RAG Architecture →
- Agents & Automation →
- Search & Retrieval →
- Security & Compliance →
- Recommendations →
- Caching Platform →
- Analytics Platform →
- LLM Providers →
- Token Optimization →
Enterprise Platforms
Advanced capabilities for enterprise deployments
- Security & Identity →
- API Management →
- MLOps & Model Management →
- Observability & Monitoring →
- Data Governance →
Specialized Platforms
Domain-specific capabilities
Getting Started
For Developers
- Choose Your Solution: Start with a business solution
- Explore Platforms: Understand the underlying platforms
- Review Code: Examine the actual code packages
- Implement: Use the implementation guides
For Architects
- Platform Overview: Understand the complete architecture
- Traceability Matrix: Map solutions to platforms to code
- Performance Metrics: Review optimization capabilities
- Integration Guide: Plan your implementation
For Business Users
- Solution Benefits: Understand business value
- ROI Calculator: Calculate your potential savings
- Implementation Timeline: Plan your deployment
- Success Stories: Learn from other implementations
Next Steps
Complete Platform Ecosystem: Every platform is production-ready with full documentation, API references, implementation examples, and performance metrics. Start with solutions, dive into platforms, and examine the code.