Architecture That
Performs Under Load
Selected deployments. Real metrics. Production systems only.
Lean Solutions Group
RAG Knowledge Base
AWS BedrockOpenSearchPythonReact
Challenge
10,000+ support documents, 5-minute average response time, agent burnout.
Architecture
Bedrock embeddings, hierarchical retrieval, confidence scoring for human handoff.
50%
faster responses
2.3s
average retrieval time
90%
query resolution without human
Solo engagement
Caylent
Video Event Detection
VideoLLMOpenSearchBedrock
Challenge
Legacy computer vision pipeline too slow for real-time sports event detection.
Architecture
Bedrock-powered pipeline with frame-accurate timestamps and real-time game event identification for PlayOn!.
5x
faster processing
99.2%
event accuracy
2-person team
Shake
Intelligent Data Aggregation
Fine-tuningMLOpsGPUTransformers
Challenge
Needed end-to-end transformer pipeline with custom GPU-accelerated retrieval at scale.
Architecture
Custom fine-tuned models with GPU-accelerated retrieval pipeline. Deployed on schedule, scaled under load.
30%
revenue increase
4x
retrieval speed improvement
3-person strike team
50% FASTER5X SPEED30% REVENUE99.2% ACCURACY10K+ DOCUMENTS2.3S LATENCY50% FASTER5X SPEED30% REVENUE99.2% ACCURACY10K+ DOCUMENTS2.3S LATENCY