Technical blog

AI Agent Deployment Diagnosis: Why Your Analytics Agent Gets 'Wrong Answers'

Agent underperforming in production? This article provides a five-step diagnostic framework to identify root causes—sema...

How to use AI for automatic metric discovery, logic management, and quality monitoring? A detailed look at HENGSHI's met...

Beyond technical architecture, BI selection requires attention to 10 key dimensions including vendor industry understand...

ChatBI + CLI + JARVIS: The Right Way to Combine Hengshi's Three Products

Many Hengshi users treat ChatBI, CLI, and JARVIS as three separate products—each used at less than half its potential. T...

BI Needs DevOps Too: Hengshi Automated Operations and Intelligent Monitoring System

BI Needs DevOps Too: Hengshi Automated Operations and Intelligent Monitoring System

Building an Enterprise BI System from 0 to 1: A Complete Methodology with Hengshi

Building an Enterprise BI System from 0 to 1: A Complete Methodology with Hengshi

BI Without Mobile Is BI Half Done: Hengshi Multi-Platform Embedding and Integration Guide

How Hengshi BI reaches data consumers beyond PC dashboards through mobile H5, IM embedding, SDK integration, and white-l...

Sub-Second Refresh, Stream-Batch Fusion: Inside Hengshi BI Real-Time Data Analytics Engine

Real-time BI engine breaks down the stream-batch fusion architecture from data ingestion to sub-second dashboard refresh...

ChatBI Advanced: When 'MoM Decline' Meets 'Definition Change' — AI Data Query in Complex Scenarios

Simple questions like 'What was yesterday's sales?' are no problem for ChatBI. But what happens when metric definitions...

Hengshi ChatBI: From Beginner to Pro: Business Users Can Easily Master AI-Powered Data Query

After ChatBI launches, usage often falls far below expectations—not because the feature doesn't work, but because busine...

Data Agent Empowers Non-Technical Teams: The Self-Service Data Era for HR, Finance, and Operations

When it comes to data analysis and BI, the common assumption is that it's an IT department concern. But in reality, HR n...

Data Agent Migration Guide: From Traditional BI to AI-Driven Data Analytics

Many enterprises at a certain stage of BI adoption face a critical decision: whether to upgrade their existing reporting...