Technical blog

Top 6 Agentic BI Vendors in 2026: Ranking and Selection Guide

Agentic BI BI Selection AI Agent

A comparison of six Agentic BI vendors, with selection guidance for execution, private deployment, and product embedding...

Data Lineage and Impact Analysis: Tracing Dependencies Across Hengshi BI Metric Assets

Data Lineage Impact Analysis Metric Management

A technical guide to field-level lineage graphs and upstream and downstream impact analysis in Hengshi BI.

High Availability and Disaster Recovery for Enterprise Hengshi BI

High Availability Disaster Recovery Business Continuity

A technical guide to high availability, cross-region disaster recovery, and business continuity for Hengshi BI.

Lakehouse Integration: Query Pushdown from Hengshi BI to Iceberg, Delta Lake, and Paimon

Lakehouse Apache Iceberg Delta Lake

A technical guide to Hengshi BI's lakehouse connectors and query pushdown for Iceberg, Delta Lake, and Paimon.

Intelligent Anomaly Detection: Statistics and Machine Learning for Hengshi BI Metric Monitoring

Anomaly Detection Metric Monitoring Machine Learning

How Hengshi BI moves beyond fixed thresholds with a multi-algorithm anomaly detection and alert-reduction system.

NLG Reports in Hengshi BI: Turning Data Insights into Business Narratives

NLG Natural Language Generation Agentic BI

How Hengshi BI uses a four-stage NLG pipeline to turn data insights into accurate business reports.

Xinchuang Compatibility: Hengshi BI's Full-Stack Domestic Technology Practice

Xinchuang Domestic Technology Compatibility Technology Sovereignty

How Hengshi BI supports the Xinchuang stack from processors and operating systems to databases and middleware.

Bringing MCP to BI: A Technical Analysis of HENGSHI Data Agent's Tool Ecosystem Expansion

MCP Model Context Protocol Data Agent

From MCP's core primitives to HENGSHI Data Agent's four-layer integration architecture, this article explains how BI Age...

Hengshi RAG × ChatBI: How Retrieval-Augmented Generation Stops Natural-Language Data Queries from Hallucinating

RAG ChatBI Retrieval-Augmented Generation

How Hengshi ChatBI's four-dimensional RAG architecture makes natural-language data queries more accurate and controllabl...

Engineering the ReAct Reasoning Framework in Hengshi Agentic BI

Agentic BI ReAct Reasoning Framework

Hengshi Agentic BI's engineering practice for the ReAct reasoning framework, from prompt templates to token control, err...

Aug 13, 2026 Technical Blog

AI Agent Observability: End-to-End Monitoring and Tuning for HENGSHI BI Agents

A technical guide to monitoring Agent reasoning, assessing answer quality, and improving HENGSHI BI Agents over time.

AI Agent Observability HENGSHI BI

Aug 13, 2026 Technical Blog

Inside the Function Calling Engine: How Hengshi Data Agent Executes Tools

See how Hengshi Data Agent turns language understanding into validated tool calls and adaptive Agentic workflows.

Function Calling Data Agent AI Agent