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RAG / Evaluated demonstration

Knowledge Atlas

Answers you can trace back to the source.

Real demo recording · English narration and captions · Fictional data

THE PROBLEM

When procedures and manuals are scattered, finding an answer is only the beginning: your team needs to check its evidence.

THE WORKFLOW

Query fictional documents, review document and page references, inspect the original passage and export an answer. Without enough evidence, the system abstains.

  1. 01Private documents
  2. 02Search and retrieval
  3. 03Referenced answers
  4. 04Evidence review

RECORDED EVIDENCE

Results, with context.

Results on synthetic data
CheckCases
Expected source and page16/16
Valid citation identifiers24/24
Correct abstention8/8
Dataset
synthetic-regression-v1
Completed cases
24/24
Median / p95 per case
0.847 s / 0.985 s
Evaluation record (UTC)
2026-10-08

Source: the project’s evaluation record, using local inference. Recorded hardware: NVIDIA GeForce RTX 5060 Ti, 595.84, 16311 MiB. Latency includes the full HTTP case and may include initial model loading. These measurements have not been rerun on the machine serving this website.

WHAT WE COULD BUILD WITH YOU

A private document-question-answering pilot with retrieval, citations and source review.

What we would define first

Document permissions, ingestion formats, labelled retrieval tests and reviewer acceptance.

Demonstration limits

A valid citation does not prove an answer is semantically correct. Metrics apply to the recorded synthetic dataset.

Discuss your use case ↗
Screenshot of the interface for Knowledge Atlas
Demonstration review interface.

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