aceintellegence
Research
aceintellegence researches practical, safe, and useful AI systems.
Our research programs focus on reliability, model quality, and real-world impact so teams can deploy AI with confidence. Below is our conceptual RAG (Retrieval-Augmented Generation) workflow for ChatPDF.
RAG Workflow Visualization
Interactive 3D visualization of our Retrieval-Augmented Generation pipeline. Hover over nodes for details. Drag to rotate, scroll to zoom.
Input
Query + document intake
Processing
Chunking and vectorization
Retrieval
Search, context, rerank
Generation
LLM + citations
Output
Grounded answer
Tip: drag to rotate and scroll to zoom for different perspectives of the workflow.