Playground
Labs that really run
Chunking, keyword search, vector search and metrics compute in your browser on 25 documents and 47 questions with known answers. Nothing is faked and nothing is sent to a server.
Chunk Lab
liveChange the chunk strategy and size, and see how often the answer survives in one piece.
Token Lab
livePaste text and see how a model splits it into tokens, and why sizes are counted in tokens.
Mini RAG Lab
liveAsk a question and see keyword and vector search, the prompt, and the answer.
Update Lab
liveReplace or patch a changed document and see which chunks go stale.
Embedding Lab
liveCompare two sentences by similarity, and see one question scored against every chunk.
Retrieval Lab
liveKeyword, vector and hybrid search side by side, with the rank of the answer in each.
Packing Lab
livePick chunks, a token budget and an order, and see the prompt, where the answer lands and the cost.
Metrics Lab
liveRecall, precision, MRR and nDCG for each retriever over all 47 golden questions.