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🚚 Logistics🏗️ 4 Tech Levels🚀 Production-Grade

Supply Chain Resilience AI

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

June 20, 2025
demointeractivesupply-chainresiliencemulti-agent
🤖Demo 1 of 4

Advanced Multi-Agent System

BOFU: Production LangGraph with Router → Specialized Agents → Aggregation

1. Select Analysis Scenario

Long Beach port strike affects 47 suppliers across 3 product categories. Requires risk assessment + demand forecasting + alternative sourcing.
Competitors: 47 suppliers analyzed, 3 product categories affected, 12 alternative ports evaluated

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 supply chain tools via Model Context Protocol - see real tool execution

Automation Task

User query → LLM decides tool → Executes check_supplier_status() → Returns structured data

Monitoring:Acme Plastics
ai-agent-terminal

Terminal ready. Run simulation to begin.

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🔍Demo 3 of 4

RAG-Based Supply Chain Intelligence

MOFU: Search 100+ supplier contracts, risk reports, compliance docs with vector similarity

Search Query

"Search Force Majeure Clauses Across 100+ Contracts"

Embed query → Search contract vectors → Retrieve relevant clauses → Generate comparative analysis

Document Sources:Supplier Contract DB (127 contracts)Force Majeure Clauses (47 variations)Penalty Terms (23 different structures)Liability Limits (varying by supplier tier)

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 Supply Chain Orchestration

MOFU: Multiple supply chain tools working together automatically - daily monitoring

ROI Analysis

Orchestrator calls: Supplier Monitor (500+ suppliers) + Risk Analyzer (25 sources) + Inventory Checker (1000+ SKUs) + Mitigation Planner (contingencies) + Report Generator (3 formats) → Parallel execution → Aggregation → Alert routing

Integrations:500+ suppliers monitored25 news sources scraped12 weather APIs checked8 geopolitical risk feeds1000+ SKU inventory levels
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 Supply Chain Resilience System?

We'll build your custom system: MCP tools (TOFU - try supplier checks) → RAG search (MOFU - search 100+ contracts) → Multi-tool (MOFU - daily monitoring) → Multi-agent (BOFU - 24/7 autonomous system). From demos to deployment in 8 weeks. Prevent $8.6M+ in losses annually.

Book Architecture ReviewStart with MCP Tools (TOFU)
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2026 Randeep Bhatia. All Rights Reserved.

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