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📦 Product🏗️ 4 Tech Levels🚀 Production-Grade

Roadmap Prioritization AI

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

November 7, 2025
demointeractiveroadmap-prioritizationproduct-managementmulti-agent
🤖Demo 1 of 4

Advanced Multi-Agent System

BOFU: Production LangGraph with Router → Specialized Agents → Aggregation

1. Select Analysis Scenario

Enterprise customer requests granular role-based permissions. Requires 3 specialist agents to evaluate.
Competitors: Salesforce (has advanced RBAC), HubSpot (basic permissions only), Intercom (no multi-tenant support)

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 (get_jira_issues) → Executes with params → Returns structured data → LLM formats answer

Monitoring:Jira API
ai-agent-terminal

Terminal ready. Run simulation to begin.

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🔍Demo 3 of 4

RAG-Based Search

MOFU: Search 100+ feature requests with vector similarity

Search Query

"Search: Security Feature Requests from Enterprise"

Embed query → Search Pinecone vectors → Retrieve top 10 matches (similarity > 0.75) → LLM synthesizes with customer citations

Document Sources:Jira tickets (200+ security-related)Support tickets (150+ Enterprise requests)Customer emails (100+ feature discussions)PRDs (50+ security sections)

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: Jira Scraper + Mixpanel Analyzer + Revenue Tracker + Support Analyzer (parallel) → Priority Scorer (uses all results) → Report Generator (3 formats) → Alert System (notify PM)

Integrations:Jira (47 active requests monitored)Mixpanel (usage data for 15 features)Revenue DB (82 Enterprise customers)Support (25 tickets/day analyzed)Slack (summary posted to #product channel)
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 Roadmap Prioritization 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. 3 hours/day → 90 seconds/day. $70K/year → $5K/year. Objective scoring, 24/7 monitoring, zero requests missed.

Book Architecture ReviewStart with MCP Tools (TOFU)
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