Atlas Knowledge Analyst
Ask questions across your knowledge. Get answers grounded in evidence.
Visual Exploration & Product Walkthrough
The Core Challenge & Our Engineering Approach
The Challenge
Traditional search finds keywords in isolated files but fails to synthesize cross-document insights, identify contradictions, or trace conclusions back to authoritative sources.
Our Approach
Engineered an agentic RAG pipeline that disassembles complex inquiries, retrieves multi-document context chunks, assesses evidence strength, and generates sourced synthesis reports.
Multi-Stage Knowledge Reasoning Pipeline
Progresses from query decomposition and hybrid vector retrieval to cross-document context assembly and citation-backed synthesis.
Query Decomposition
Breaks multifaceted business questions into targeted sub-queries.
Hybrid Retrieval
Combines dense vector embeddings with BM25 lexical precision.
Evidence Evaluation
Reranks retrieved passages and checks for factual consistency.
Grounded Synthesis
Generates structured answer with interactive paragraph-level citations.
Key Features & Technical Innovations
Evidence Citations Graph
Interactive visual map connecting synthesized findings to exact page numbers and paragraphs.
Cross-Document Comparison Matrix
Side-by-side analysis highlighting consensus and conflicting statements across multiple policies.
Have a similar technical challenge or ambitious product vision?
Let's calibrate the architecture, timeline, and exact scope with our senior engineering team.