Live Demo

Drop any document and watch the whole pipeline animate — extraction, chunking, embeddings, indexing, retrieval, reranking and the grounded answer

Drop a document here

PDF · DOCX · XLSX · CSV · TXT · MD · JSON · HTML

1 · Ingestion pipeline

Every stage below is the real backend status — nothing is faked.

Upload

File stored securely in the document vault

Validation

Format sniffed and integrity checked

Extraction

Page-accurate text pulled from the file

Chunking

Structure-aware chunks with page + section

Embedding

Each chunk turned into a search representation

Indexing

Chunks committed to the search index

Metadata

Title, version and page counts recorded

2 · Ask the document

Upload and index a document first to unlock retrieval.

Hybrid retrieval

Keyword + semantic candidates gathered

Reranking

Candidates re-scored for true relevance

Evidence check

Chunks must actually support the question

Grounded answer

Answer written only from validated evidence