Skool Course Transcripts¶

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

Video Content Licensing Model

Cameron's Skool mentorship videos are a SEPARATE PRODUCT from the Tuff Flips SaaS platform.

Content	Where It Lives	Access
Video Transcripts	Tuff Flips (RAG)	Included in SaaS subscription
Actual Videos	Skool Platform	Requires separate Skool membership

Why this separation?

Cameron continues to sell Skool memberships independently ($9,800 one-time)
RAG/AI features use transcripts to answer questions and provide methodology context
Users who want to WATCH videos purchase Skool access separately
SaaS and Skool create complementary revenue streams

For SaaS users: The AI has full access to Cameron's methodology via transcripts. You get the KNOWLEDGE without needing video access.

For Skool members: Consider adding SaaS subscription to apply methodology to real deals with AI assistance.

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