Analytics AI v5.0.0

🚀 **Product Update | AI Analytics v5** 🚀 *Platform Overview* What the platform delivers: – Converts natural language questions into analytics and BI-grade visual insights – Unifies data from databases, APIs, files, CSV, and Excel into a governed analytics layer – Enables predictive, exploratory, and ad-hoc analytics without technical overhead – Delivers executive-ready dashboards and automated reports – Enforces enterprise-grade security with role-based and group-based access – Supports advanced RAG with graph database integration for relationship-aware insights – Provides Conversation Mode (Covo Mode) using historical chat context – Offers BI-grade dashboards with caching for high-performance exploration – Provides admin-driven governance with fine-grained control and observability --- 📦 **What’s New in v5** 🔍 **RAG Retrieval Flow Visibility** – Step-by-step RAG retrieval tracking for better transparency – Per-domain retrieval inspection across multi-domain queries – Visibility into selected tables, chunks, ranking, query generation, and context construction – Easier debugging of why a query used a specific domain, table, or schema --- 🧹 **Automated Pipeline Data Cleaning** – New governed pipeline cleaning workflow for source-to-cleaned-table automation – Supports saved domain connections and same-database cleaning flows – Cleans and materializes transformed tables without overwriting source data – Publish flow now points the domain to curated transformed tables instead of raw source tables – Supports destination schema isolation and automatic versioned table naming --- 📁 **File Upload Data Sources** – Added support for CSV and Excel file uploads as analytics data sources – Uploaded files can participate in exploration, dashboarding, and analysis workflows – Makes quick business analysis possible without requiring a database connection first --- 🚀 **Intelligent Retrieval & RAG Enhancements** – *MMR re-ranking for RAG* — adaptive retrieval with configurable lambda across query flows – *RAG query enhancer* — MCP refinement with keyword-based query enrichment for better table and schema matching – *LLM context optimizations* — smarter context generation, reduced token usage, and improved prompt orchestration – *K-value UI control* — dynamic top-k tuning directly from the interface for precision retrieval management --- 📊 **Analytics & Insight Experience Upgrade** – Enhanced *Chart Summary, Explain & Insights* interface with more structured and actionable explanations – Improved analytical narratives for executive-ready interpretation – Better alignment between generated SQL, visualizations, and insight layers --- ⚡ **Performance & Optimization** – Faster chart and table rendering – Reduced timeout issues across heavier analytics flows – Context optimization for lower latency and better cost efficiency – Stability improvements across query orchestration pipelines --- 🔄 **Multi-Domain Intelligence Improvements** – Improved multi-domain merge logic for higher reliability – Enhanced cross-domain reasoning – More resilient data orchestration for heterogeneous sources --- 🧩 **Data Engineering & Governance Enhancements** – Continued evolution of Load & Transform workflows – Strengthened merge recovery for failed multi-domain operations – Refined admin governance controls – Cleaner observability across data quality, retrieval, and publishing workflows --- v5 marks a major step toward **transparent, governed, cross-domain AI analytics at enterprise scale**, combining retrieval observability, automated data cleaning, file-based data onboarding, optimized LLM orchestration, and high-performance BI delivery into one platform. #ProductUpdate #AIAnalytics #EnterpriseAnalytics #MultiDomainAnalytics #RAG #DataEngineering #DataQuality #CSV #Excel #GraphDB #SaaS