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April 13, 20263 min readjournalismuse case

Searching interview transcripts for journalists

Upload transcripts from 20 interviews. Ask 'who mentioned the procurement scandal?' — get cited quotes with the source transcript.

Investigative journalism is built on transcripts and documents. The story is in there — the question is whether you can find the right thread before deadline.

The problem

Twenty interviews × 60 minutes × imperfect transcripts is a search nightmare. Ctrl-F is keyword-bound; meaning gets lost. Generic AI summarizers risk inventing speakers and quotes — the cardinal sin in journalism. You need a tool that only surfaces what your sources actually said.

How SeekFiles AI helps

  • Speaker-aware retrieval — quotes stay attached to the right source.
  • Cited only from the transcripts you uploaded — no invented quotes.
  • Hybrid retrieval — finds the right exchange even when the question's phrasing differs.
  • Multilingual — transcripts across languages treated as one corpus.

A workflow

  1. Build a per-story assistant. Upload all transcripts and document evidence.
  2. Ask the questions you'd ask a colleague: "who mentioned the procurement scandal? what did they say?"
  3. Verify the cited transcript before publishing. Always.
  4. Cross-source: "do any sources contradict each other on the timeline of events?" — surfaces tension worth investigating.

What to upload

  • Interview transcripts (Otter, Rev, Descript exports)
  • Court records / FOIA documents
  • Government PDFs / public records
  • Press releases
  • Your own reporting notes

The story is built from what your sources said. SeekFiles AI is just a much better way to remember what they said — with the receipts.

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Ask your files anything. Get answers with citations.

50 welcome credits. 3 assistants. No credit card. Upload your first file in under two minutes.

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