Skool Course Transcripts¶

Cameron's 32-video Skool course fully transcribed for RAG integration

Course Overview¶

Metric	Value
Total Videos	32 unique
Total Duration	30 hours 12 minutes
Videos with Content	26
Empty Modules	6 (resource links only)
Transcriptions	26 completed ✅
Qdrant Chunks	1,777

pie title Course Content Distribution "Transcribed Videos (26)" : 26 "Resource-Only Modules (6)" : 6

Course Structure¶

flowchart LR subgraph Phase1["Foundation"] M1[Module 1
Getting Started] M2[Module 2
Finding Deals] end subgraph Phase2["Analysis"] M3[Module 3
Underwriting] M4[Module 4
Financing] end subgraph Phase3["Execution"] M5[Module 5
Rehab Management] M6[Module 6
Disposition] end subgraph Phase4["Growth"] M7[Module 7
Scaling] M8[Module 8
Advanced Topics] end M1 --> M2 --> M3 --> M4 --> M5 --> M6 --> M7 --> M8 style M1 fill:#22c55e,color:#fff style M2 fill:#22c55e,color:#fff style M3 fill:#3b82f6,color:#fff style M4 fill:#3b82f6,color:#fff style M5 fill:#f97316,color:#fff style M6 fill:#f97316,color:#fff style M7 fill:#6366f1,color:#fff style M8 fill:#6366f1,color:#fff

Course Modules¶

Module 1: Getting Started¶

Welcome & Course Overview
Mindset for Success
Goal Setting Framework

Module 2: Finding Deals¶

Off-Market Deal Sources
Direct Mail Campaigns
Networking Strategies
MLS Deal Analysis

Module 3: Underwriting¶

ARV Calculation Method
Comp Selection Process
Rehab Estimation
Holding Cost Analysis
Deal Scoring Framework

Module 4: Financing¶

Hard Money Basics
Private Money Strategies
Creative Financing
DSCR Loans Explained

Module 5: Rehab Management¶

Contractor Selection
Scope of Work Creation
Project Management
Budget Tracking

Module 6: Disposition¶

Listing Strategies
Pricing Strategy
Marketing Your Flip
Negotiation Tactics

Module 7: Scaling¶

Building Your Team
Systems & Processes
Portfolio Growth
Exit Strategies

Module 8: Advanced Topics¶

Tax Strategies
Asset Protection
Market Analysis
Case Studies

Module Breakdown¶

Module	Videos	Focus Area
1. Getting Started	3	Mindset, goals, foundation
2. Finding Deals	4	Off-market, direct mail, networking
3. Underwriting	5	ARV, comps, rehab estimation
4. Financing	4	Hard money, private money, DSCR
5. Rehab Management	4	Contractors, SOW, budgets
6. Disposition	4	Listing, pricing, marketing
7. Scaling	4	Team building, systems
8. Advanced	4	Taxes, asset protection

RAG Integration¶

flowchart LR subgraph Input["Source Content"] V[32 Skool Videos
30h 12m] end subgraph Process["Processing"] W[Whisper
Transcription] C[Chunking
512 tokens] E[Embedding
nomic-embed-text] end subgraph Storage["Vector DB"] Q[(Qdrant
1777 chunks)] end subgraph Output["Query"] R[RAG Search
Ask Cameron] A[AI Response
with sources] end V --> W --> C --> E --> Q Q --> R --> A style V fill:#22c55e,color:#fff style W fill:#f97316,color:#fff style C fill:#f97316,color:#fff style E fill:#f97316,color:#fff style Q fill:#3b82f6,color:#fff style R fill:#6366f1,color:#fff style A fill:#22c55e,color:#fff

All transcripts are indexed in Qdrant for "Ask Cameron" Q&A:

# Example query
response = rag_search(
    query="How do I calculate ARV?",
    collection="cameron_content",
    limit=5
)

Chunk Statistics:

Metric	Value
Average chunk size	512 tokens
Total chunks	1,777
Embedding model	nomic-embed-text-v1.5
Vector dimensions	768