My Documents
Upload PDF or DOCX — automatically parsed, chunked & embedded.
Vector store
Chosen per document · cannot be changed after upload
Drop your document here
or click to browse — PDF and DOCX supported
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Semantic Search
Hybrid semantic + keyword retrieval with cross-encoder reranking across your ingested documents.
Search your knowledge base
Type a query above and hit Search to retrieve the most relevant chunks.
Chunk Analyser
Chunk-quality statistics — size & token distribution, overlap coverage and anomaly warnings — for any ingested document.
Pick a document
Choose a ready document above to see its chunk analysis.
Embeddings
Inspect the dense vectors stored in ChromaDB — dimensionality, L2 norm and leading components per chunk.
Pick a document
Choose a ready document above to inspect its embeddings.
Visualise (UMAP)
2-D projection of a document's chunk embeddings. Nearby points are semantically similar. Small documents fall back to PCA.
Pick a document
Choose a ready document above to plot its embedding space.
