Technical blog

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...

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...

Dissecting the 'Brain' of a BI Agent: An In-Depth Look at Hengshi Data Agent Technical Architecture

What truly differentiates BI AI solutions is no longer model intelligence but Agent architecture—how tasks are planned,...

Five-Layer Defense-in-Depth: A Complete Guide to Hengshi BI Enterprise Security Architecture

Enterprise BI platforms carry the most critical business data. Hengshi HENGSHI SENSE builds a five-layer defense-in-dept...

Multi-Agent Collaboration: A Deep Dive into Hengshi Data Agent Multi-Agent System

Hengshi Data Agent Family's three Agents each specialize in one stage through 'specialized collaboration,' connected via...

30x Cross-Source Query Acceleration: Deep Dive into HENGSHI BI Multi-Source Heterogeneous Data Association Technology

HENGSHI SENSE's 'heterogeneous filtering' technology achieves a qualitative leap in cross-source query efficiency throug...