Offline-first archival processing
R2 Mechanics processes sensitive, historical and complex audiovisual material locally — keeping the source intact and every result reviewable.
Standard transcription tools are designed for meetings, podcasts and controlled studio audio. They expect clear conditions, known speakers and a single language.
Most archival, historical and sensitive recordings are none of those things.
R2 Mechanics is built for the recordings they cannot handle.
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Degraded recordings, analogue transfers, inconsistent levels, background interference and historical source material with no reliable restoration path.
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Interviews, conversations, hearings and multi-voice recordings where speaker attribution matters and automatic diarization alone is not sufficient.
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Recordings where languages change between speakers, between passages or within a single conversation — including code-switching and archival material with unknown or inconsistent language conditions.
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Collections and individual recordings too long, too complex or too important to be processed as if they were short, clean clips.
Your original is never overwritten. A controlled processing copy is created and documented. Every derivation from the source material is traceable.
Multiple independent recognition and speaker analysis paths run against your material. Differences and uncertainties are not hidden — they are part of the documented output.
The production transcript is a controlled, traceable selection — not an automatic publication. Nothing moves to delivery without documented review.
Long-form collections, legacy recordings, provenance obligations and the need for structured, navigable archival records.
Oral history, academic interviews and research collections requiring speaker attribution, citable timestamps and separate reading versions.
Hearings, institutional interviews and confidential material where processing must be local, auditable and covered by a written scope.
Long interview material requiring chapter navigation, speaker labels, searchable transcripts and production-ready export formats.
R2 Mechanics is a member of NVIDIA Inception — a programme supporting companies developing GPU-accelerated AI infrastructure for specialised workloads.
© NVIDIA, the NVIDIA logo, and NVIDIA Inception are trademarks and/or registered trademarks of NVIDIA Corporation in the U.S. and other countries.
Every project begins with an assessment of your material, your requirements and your confidentiality conditions. Tell us about your collection.
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