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Toyota Boshoku - AI-Powered Market Research Platform

DEPLOYED: 01/08/2025

Project Overview

Replicating expert research methodologies with intelligent agents to open the AI black box, enabling enterprises to rapidly generate explainable and traceable business analysis reports.

Industry Pain Points

Insufficient Control in Research Process

Industry research informs critical business decisions. Experts demand controllable problem decomposition and data collection methods, which current AI assistants cannot provide with sufficient transparency and control.

Delayed Response to Market Changes

  • Rapid updates in automotive technology and consumer preferences
  • Market departments in large automotive companies struggle to capture consumer demand changes in time

Limitations of Traditional Research Methods

  • Subjectivity in manual market research and analysis
  • Limited information channel breadth in manual research

Innovative Solution

Connecting intelligent agents to search engines, internal enterprise knowledge bases, and targeted resources. Combined with the agent's own tool orchestration capabilities, the system generates data-driven business insight reports and significantly improves research efficiency.

Core Methodology

Using large language models and AI search engines, based on client market research methodologies, replicating the entire analysis workflow while incorporating human supervision and discussion stages to control information reliability while expanding information channel breadth.

Analysis Framework
Figure 1. Analysis Framework - Connecting multiple data sources
Search Agent Workflow
Figure 2. Search Agent Workflow with Feedback Loop

Technical Implementation

  • Using search agents and citation pool injection, filtering, and maintenance to ensure information validity
  • Context management
  • Traceability for each analysis stage
  • Human-in-the-loop mechanism to collect user preferences and build enterprise knowledge
  • Reasoning with extensive information
  • Consumer demand scenario simulation
  • Generating forward-looking reports and visualized analysis results
Knowledge Base Retrieval
Figure 3. Knowledge Base Retrieval System
Multimodal Retrieval
Figure 4. Multimodal Data Processing & Retrieval

Application Scenarios

Research including automotive industry consumer demand, in-vehicle experience competitive analysis, consumer behavior research, etc.:

Through AI replication of expert analysis frameworks, automatically decomposing analysis topics, generating complete analysis reports including social trends, market size, consumer characteristics, user personas, etc.

Analysis Visualization
Figure 5. Comprehensive Analysis & Visualization Output