Ask Cameron - AI Q&A System¶
Natural language questions answered with Cameron's methodology
What Is Ask Cameron?¶
Ask Cameron is a RAG (Retrieval-Augmented Generation) Q&A system that lets you ask natural language questions and get answers based on Cameron's actual teaching methodology.
a deal is too risky?"] end subgraph "Ask Cameron" RAG[RAG Engine] Context[32 Video Modules
3,268 chunks indexed] end subgraph "Your Answer" A["Based on Cameron's methodology:
1. Check profit margin vs risk...
2. Look for these red flags...
📹 Watch Module 12 (4:23)"] end Q --> RAG RAG --> Context Context --> A style A fill:#22c55e,color:#fff
How It Works¶
For Free Users: 10-Minute Preview¶
Non-subscribers get a free 10-minute introduction to Ask Cameron:
For Subscribers: Unlimited Access¶
Paid subscribers get unlimited Ask Cameron queries with:
- Full answers from Cameron's methodology
- Direct video links (opens at exact timestamp)
- Related topics suggestions
- Follow-up question support
Example Interactions¶
Question 1: Deal Analysis¶
User: "Is a 20% profit margin good enough for a flip?"
Ask Cameron:
According to Cameron's teaching in Module 5, a minimum profit margin depends on several factors:
Cameron's Rule: "I don't touch anything under 15% profit margin, but I prefer 20%+ to account for surprises."
Key Factors: - Market conditions (hot market = can go lower) - Your experience level (beginners need more cushion) - Rehab complexity (simple vs. full gut)
📹 Watch: "Profit Margins That Make Sense" - Module 5 at 12:34
Related: [What about holding costs?] [Risk vs reward tradeoffs]
Question 2: Rehab Estimation¶
User: "How do I estimate rehab costs without being a contractor?"
Ask Cameron:
Cameron covers this in detail in Module 8. His approach for non-contractors:
- Use the SOW Builder - Break down by category
- Get 3 bids - Never trust one contractor's quote
- Add 15% contingency - "Something always goes wrong"
- Use price per square foot as a sanity check
Cameron's Quick Formula: - Cosmetic rehab: $15-25/sqft - Medium rehab: $25-45/sqft - Full gut: $50-80/sqft
📹 Watch: "Rehab Estimation for Beginners" - Module 8 at 3:45
Tool: [Open SOW Builder →]
Ask Cameron by Tier¶
| Tier | Ask Cameron Access |
|---|---|
| Free | 10-minute preview, then Skool invite |
| Solo | Unlimited queries + video links |
| Pro | + Priority responses + market context |
| Team | + API access for custom integrations |
Skool Integration¶
Why Skool?¶
Ask Cameron is designed to drive Skool subscriptions for Cameron's full training program.
Skool Connection Points¶
| Trigger | Action |
|---|---|
| Free preview expires | Show Skool signup CTA |
| Answer references video | Link to Skool module |
| User asks about training | Redirect to Skool |
| Monthly engagement email | Highlight Skool benefits |
Technical Architecture¶
RAG Pipeline¶
3,268 chunks
768-dim vectors)] end subgraph "Query Pipeline" U[User Question] E[Embed Question
nomic-embed-text] S[Semantic Search
Top 5 matches] P[Prompt Builder] A[Claude API] R[Response + Citations] end V & W & F & C --> Q U --> E --> S Q --> S S --> P --> A --> R style R fill:#22c55e,color:#fff
Content Stats¶
| Content Type | Items | Chunks | Est. Tokens |
|---|---|---|---|
| Video Transcripts | 32 | 2,450 | ~500K |
| Worksheets | 12 | 320 | ~64K |
| FAQs | 50+ | 200 | ~40K |
| Case Studies | 8 | 298 | ~60K |
| Total | 100+ | 3,268 | ~664K |
Response Quality¶
Citation Format¶
Every Ask Cameron response includes:
- Direct answer - The actual information
- Cameron quote - Exact words from training
- Video link - Module + timestamp
- Related topics - Clickable follow-ups
Example Response Structure¶
📝 ANSWER
[Direct response to the question]
💬 CAMERON SAYS
"[Exact quote from training video]"
📹 LEARN MORE
Module X: "Title" at XX:XX
[Click to watch]
🔗 RELATED
• [Related topic 1]
• [Related topic 2]
• [Related topic 3]
Ask Cameron requires a paid subscription for unlimited access
Free users get 10-minute preview + Skool invitation
See Deal Review AI for automated deal scoring