Generative BI
Natural-language analytics, governed metric semantics, dynamic visualization, and multi-device publishing
Product Overview
Generative BI serves managers and analysts who frequently need to query, compare, and explain operational data. A governed metric layer converts natural-language questions into data queries and visual tasks, reducing the coordination cost of fixed reports and ad hoc data requests.
Core Capabilities
- Natural-language analytics — Trends, rankings, distributions, comparisons, statistics, and detailed queries
- Metric semantic parsing — Governed business terms, definitions, dimensions, and calculation rules
- Dynamic visualization — Automatic charts, explanations, and analytical summaries
- Multi-device publishing — Large screens, PCs, mobile devices, tablets, and periodic reports
Operational Value
- Shorten the path from a business question to a data answer
- Reduce repeated development of fixed reports and ad hoc queries
- Keep metric interpretations consistent across departments
- Turn frequent analysis into reusable topics and organizational knowledge
Suitable Organizations
City operations centers, government departments, industrial parks, public institutions, and enterprise data or operations analysis teams.
System & Scenario Evidence
From Business Questions to Explainable Data Answers
Users express analytical intent directly while the system handles metric interpretation, data retrieval, visualization, and publishing.
Natural-Language Analytics
Users ask for trends, rankings, distributions, comparisons, statistics, or detailed records in everyday language. The system identifies intent and converts it into executable data tasks.
- Multi-turn understanding
- Intent recognition
- Condition completion
- Contextual follow-up
Metric Semantics and Access Governance
Metrics, dimensions, business terms, and data definitions are modeled consistently, with organization and role permissions controlling the available query scope.
- Metric modeling
- Dimension parsing
- Access control
- Query traceability
Dynamic Visuals and Insight Generation
The system selects suitable trend, ranking, distribution, or comparison charts and produces metric explanations, anomaly prompts, and concise analytical summaries.
- Automatic chart selection
- Metric explanations
- Anomaly prompts
- Analysis summaries
Multi-Device Publishing and Reuse
Results can be published to large screens, PCs, mobile devices, and tablets, then retained as reusable topics, daily reports, or weekly reports.
- Responsive publishing
- Topic dashboards
- Periodic reports
- Result sharing
Generative BI Delivery Path
Govern metrics and access first, then introduce natural-language interaction, chart generation, and multi-device publishing.
Data Inventory
Confirm sources, metric definitions, refresh frequency, quality ownership, and access permissions.
Semantic Modeling
Map business terms, metrics, dimensions, and query rules.
Scenario Validation
Validate query accuracy, chart selection, and explanations against frequent business questions.
Operational Expansion
Extend metrics, analytical topics, and access policies using actual usage records.
Solution Scenarios & References
Based on available solution materials and intended to explain capabilities and use cases, not to claim unverified customer delivery.
City Operations Smart Cockpit
Natural-language querying, dynamic charts, and topic analysis allow managers to generate the view needed for each operational question.
Adapted from Huizhi Xingyuan solution materials
Self-Service Business Analysis
Frequent statistics and ad hoc analysis share one conversational entry point, with results available as charts, reports, and multi-device content.
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