RAG

RAG Embedding & Hallucination Visualizer

2D Vector Space Projection & Context Retrieval Simulator
Semantic Vector Field (Cosine Similarity Map)
Query Vector
Grounded Chunk
Hallucination Risk Zone
Similarity Threshold (τ) 0.75
Top-K Cutoff 3
Retrieval Telemetry • Low Risk
Max Similarity
0.88
Retrieved Chunks
2
Vector Distance Metric (Nearest)
Cosine Similarity: 0.88 Euclidean Dist: 0.48
Ranked Context Chunks
Constructed LLM Prompt Payload
SYSTEM: You are a helpful assistant. Use ONLY the following context to answer the user query. CONTEXT: ... Loading ... USER QUERY: RAG architecture similarity search