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An ecosystem
A unified flow of values

MRAG → SmartBI → SmartSlide forms a seamless value chain:
MRAG provides accurate knowledge and context
SmartBI transforms knowledge into data analysis
SmartSlide transforms analysis into reports and actionable insights

For modern businesses

MRAG – SmartBI – SmartSlide are not just tools, but data-driven AI platforms for businesses in the new era.

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Data platform visualization

Businesses wanting to AI-ize internal
data

Business, sales, marketing, and operations teams

Organizations needing a flexible and intelligent BI and reporting system

Future Orientation – AI Agent
Platform (Coming Soon)

From AI tools to
Proactive AI
assistants

In the next phase, the platform will be expanded
into an AI Agent Platform – where AI not only
answers questions but also proactively supports
businesses daily operations.

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AI Agent Platform visualization

What can an AI agent do?

AI Agent visualization
Brain icon

Understand the user context, data, and business goals

Target icon

Automatically select the appropriate tool: MRAG, SmartBI, SmartSlide

Clock icon

Perform a sequence of actions on behalf of the user

Find data
Analyze
Create reports
Prepare slides

Example of an Agent in real life

Data Agent

Data Agent

Automatically answers data queries, monitors metrics, and alerts for anomalies.

Report Agent

Report Agent

Periodically generates weekly/monthly reports and sends them to management.

Business Agent

Business Agent

Prepares insights and slides for meetings from a single request.

Extended
architecture

Gear illustration
Agent Orchestration
1
Multi-LLM routing
2
Tool-based execution
3
Feedback & learning loop
4

Value delivered

Reduce manual tasks

Reduce manual tasks

Increase individual and team productivity

Increase individual and team productivity

Standardize workflows with AI

Standardize workflows with AI