VeriVox / Pipeline
The method
Five stages.
Every one leaves a trail.
One AI pass is an opinion. VeriVox treats transcription like a lab treats a sample: documented intake, controlled processing, repeated measurement, stated uncertainty — and a human sign-off that means something.
01 · Ingest
Chain of custody, before anything else.
The moment audio enters VeriVox it is hashed (SHA-256), its container and encoder metadata are recorded, and a custody manifest is written. Every downstream artifact references that manifest. If anyone ever asks “is this the same file?” — the answer is arithmetic, not memory.
02 · Enhance ×N
Recipes — named, scored, reproducible.
Faint evidence audio needs help — but undocumented “cleanup” is a cross-examination gift. VeriVox applies enhancement as named recipes (denoise, voice isolation, leveling), scores each recipe's output, and records the exact reproducible command chain. Nothing is added; nothing is invented; everything is repeatable from the original.
03 · Transcribe ×N
A population of passes, not a single guess.
Multiple speech models run across multiple enhancement recipes, each producing word-level timestamps and confidences. Where audio is clear, the passes converge. Where it's marginal, they scatter — and that scatter is the honest signal a single pass hides.
04 · Consensus
Agreement you can defend.
Passes are aligned word-by-word and voted. Each word carries an agreement score — 5/5 earns trust, 2/5 earns scrutiny, 0/5 goes to the ear-queue sorted by gravity. Hallucinations don't survive a vote they have to win five times.
05 · Verify
Enrolled voices. Human ears. Labeled provenance.
Enroll a reference sample of a known voice and every segment is scored against it — corroborating attribution and flagging diarization conflicts. When audio is too faint to score, VeriVox says so instead of guessing. A human verifies the lines that matter, and the export labels every line: machine-only, corrected (original preserved), or verified by ear.
Early access
See the whole trail,
on your own audio.
Bring the worst recording you have. That's the point.
Request early access