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💰 Finance🏗️ 4 Tech Levels🚀 Production-Grade

Market Reports AI

See 4 architectures solve real problems: MCP → RAG → Multi-Tool → Multi-Agent

April 25, 2025
demointeractivemarket-reportsfinancemulti-agent
🤖Demo 1 of 4

Advanced Multi-Agent System

BOFU: Production LangGraph with Router → Specialized Agents → Aggregation

1. Select Analysis Scenario

Query requiring multiple specialist agents: earnings data, competitive positioning, risk assessment
Competitors: AAPL (Apple Inc.), MSFT (Microsoft Corp.), GOOGL (Alphabet Inc.)

2. Monday's Prompt

This positioning analysis prompt from Monday's insight will be processed by Tuesday's agents in Wednesday's workflow.

3. Run Multi-Agent Workflow

You'll see 5 AI agents: Data Collector → Messaging Analyzer → Position Mapper → Strategy Advisor → Insight Generator
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🔌Demo 2 of 4

MCP Tool Use Pattern

TOFU: LLM calls tools via Model Context Protocol - see real tool execution

Automation Task

User query → LLM decides tool → Executes → Returns result

Monitoring:AAPL (Apple Inc.)
ai-agent-terminal

Terminal ready. Run simulation to begin.

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🔍Demo 3 of 4

RAG-Based Search

MOFU: Search 100+ market reports with vector similarity

Search Query

"Search Earnings Transcripts"

Embed query → Search vectors → Retrieve chunks → Generate answer

Document Sources:AAPL Q1 2025 Earnings TranscriptAAPL Q4 2024 Earnings TranscriptAAPL Q3 2024 Earnings TranscriptMSFT Q1 2025 Earnings Transcript

RAG Vector Search Network

Embedding
Searching
Generating
Query
Vector
Documents
Result

Search Results

Run visualization to see results

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🛠️Demo 4 of 4

Multi-Tool Orchestration

MOFU: Multiple tools working together automatically

ROI Analysis

Orchestrator calls: scraper(25 tickers) → analyzer(data) → reporter(insights) → alerter(significant changes)

Integrations:AAPLMSFTGOOGLAMZNMETATSLANVDAJPMBACWFCGSMSVMAJNJUNHPFEXOMCVXCOPDISNFLXCMCSATVZ
Manual Process

Time to Complete

240 min

Cost per Analysis

$850

Data Points Analyzed

150

Accuracy Rate

73.0%

Reports per Day

2

Error Rate

18.0%

Ready for Production Market Reports System?

We'll build your custom system: MCP tools (TOFU) → RAG search (MOFU) → Multi-tool (MOFU) → Multi-agent (BOFU). From demos to deployment in 8 weeks. Transform 4-hour reports to 30-minute automated intelligence.

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2026 Randeep Bhatia. All Rights Reserved.

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