Rule-Based LLM-Powered Qdrant RAG Qdrant: —
Configuration
LLM Provider
Enable LLM optimization
Qdrant RAG / Cache
Enable Qdrant
Enable caching
Optimization Rules
Strip filler words
Optimize system prompts
Trim context windows
Bad prompt detection
Preserve code blocks
Preserve image context
Preserve video context
Aggressive mode
🖼 Image Optimization
Enable image optimizer
Grayscale (more savings)
🎬 Video Keyframes
Enable keyframe extraction
Prompt Optimizer
📎
Drop files here or browse
Images · Videos · PDFs · Word Docs · ZIP archives · Code files · Text files · up to 50MB each
● Input Prompt 0 tokens
● Optimized Output — tokens
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Input Tokens
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Output Tokens
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Tokens Saved
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Token Saving %
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Input Size
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Size Saved
Prompt Quality Score —
Optimization Log
# Time Type Input Preview In Tokens Out Tokens Saved Token % In Size Out Size Size % Quality LLM Fingerprint RAG Status Similarity Stored Changes
No optimizations yet. Run your first prompt above.
LLM Payload Inspector —
What is being sent to the model
Optimization Diff
Original

        

        

          
Optimized