🔎 YouTube RAG (Demo)
Chat with Rian Doris' YT Videos
Just enter your question below and press Ask.
Error
Answer:
Relevant timestamp(s) for your query:
Or try these prompts:
👉 The first search may be slow (cold start!). If it fails, try again.
🛠️ How It Works
When you hit "Ask", here is exactly what happens under the hood:
1️⃣ The Vector Search
Your question is sent to a ChromaDB vector store, which holds the embedded transcripts of every Rian Doris video (until 2025).
2️⃣ Context Retrieval
Using cosine similarity, the system scans the database and pulls the most relevant transcript chunks (along with their exact video timestamps).
3️⃣ Reranking (For Accuracy)
To ensure precision, the retrieved chunks are passed through a reranker to filter out any irrelevant info.
4️⃣ AI Synthesis
Finally, the top-ranked results are fed into the LLM. The AI synthesizes a clean answer and maps it directly to the exact timestamps in the source videos.
💡 For Best Results
Ask short, specific questions. AI models perform best with clear, concise queries.
⚡ The Benefit
No need to sift through hours of YouTube videos. Ask a question, get an answer, and jump straight to the exact second it was mentioned in the video.